{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "#| eval: false\n",
    "! [ -e /content ] && pip install -Uqq fastai  # upgrade fastai on colab"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "---\n",
    "skip_exec: true\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#! pip install rarfile av\n",
    "#! pip install -Uq pyopenssl"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image sequences\n",
    "\n",
    "> How to use fastai to train an image sequence to image sequence job."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tutorial uses fastai to process sequences of images. We are going to look at two tasks:\n",
    "\n",
    "- First we will do video classification on the [UCF101 dataset](https://www.crcv.ucf.edu/data/UCF101.php). You will learn how to convert the video to individual frames. We will also build a data processing piepline using fastai's mid level API.\n",
    "- Secondly we will build some simple models and assess our accuracy.\n",
    "- Finally we will train a SotA transformer based architecture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision.all import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## UCF101 Action Recognition\n",
    "\n",
    "> UCF101 is an action recognition data set of realistic action videos, collected from YouTube, having 101 action categories. This data set is an extension of UCF50 data set which has 50 action categories.\n",
    "\n",
    "_\"With 13320 videos from 101 action categories, UCF101 gives the largest diversity in terms of actions and with the presence of large variations in camera motion, object appearance and pose, object scale, viewpoint, cluttered background, illumination conditions, etc, it is the most challenging data set to date. As most of the available action recognition data sets are not realistic and are staged by actors, UCF101 aims to encourage further research into action recognition by learning and exploring new realistic action categories\"_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have to download the UCF101 dataset from their website. It is a big dataset (6.5GB), if your connection is slow you may want to do this at night or in a terminal (to avoid blocking the notebook).  fastai's `untar_data` is not capable of downloading this dataset, so we will use `wget` and then unrar the files using `rarfile`.\n",
    "\n",
    "`fastai`'s datasets are located inside `~/.fastai/archive`, we will download UFC101 there."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| slow\n",
    "# !wget -P ~/.fastai/archive/ --no-check-certificate  https://www.crcv.ucf.edu/data/UCF101/UCF101.rar "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> you can run this command on a terminal to avoid blocking the notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make a function to`unrar` the downloaded dataset. This function is very similar to `untar_data`, but handles `.rar` files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rarfile import RarFile\n",
    "    \n",
    "def unrar(fname, dest):\n",
    "    \"Extract `fname` to `dest` using `rarfile`\"\n",
    "    dest = URLs.path(c_key='data')/fname.name.withsuffix('') if dest is None else dest\n",
    "    print(f'extracting to: {dest}')\n",
    "    if not dest.exists():\n",
    "        fname = str(fname)\n",
    "        if fname.endswith('rar'):  \n",
    "            with RarFile(fname, 'r') as myrar:\n",
    "                myrar.extractall(dest.parent)\n",
    "        else: \n",
    "            raise Exception(f'Unrecognized archive: {fname}')\n",
    "        rename_extracted(dest)\n",
    "    return dest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To be consistent, we will extract UCF dataset in `~/.fasta/data`. This is where fastai stores decompressed datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ucf_fname = Path.home()/'.fastai/archive/UCF101.rar'\n",
    "dest = Path.home()/'.fastai/data/UCF101'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> unraring a large file like this one is very slow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "extracting to: /home/tcapelle/.fastai/data/UCF101\n"
     ]
    }
   ],
   "source": [
    "#| slow\n",
    "path = unrar(ucf_fname, dest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The file structure of the dataset after extraction is one folder per action:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#101) [Path('/home/tcapelle/.fastai/data/UCF101/Hammering'),Path('/home/tcapelle/.fastai/data/UCF101/HandstandPushups'),Path('/home/tcapelle/.fastai/data/UCF101/HorseRace'),Path('/home/tcapelle/.fastai/data/UCF101/FrontCrawl'),Path('/home/tcapelle/.fastai/data/UCF101/LongJump'),Path('/home/tcapelle/.fastai/data/UCF101/GolfSwing'),Path('/home/tcapelle/.fastai/data/UCF101/ApplyEyeMakeup'),Path('/home/tcapelle/.fastai/data/UCF101/UnevenBars'),Path('/home/tcapelle/.fastai/data/UCF101/HeadMassage'),Path('/home/tcapelle/.fastai/data/UCF101/Kayaking')...]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path.ls()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "inside, you will find  one video per instance, the videos are in `.avi` format. We will need to convert each video to a sequence of images to able to work with our fastai vision toolset.\n",
    "\n",
    ":::{.callout-note}\n",
    "\n",
    "torchvision has a built-in video reader that may be capable of simplifying this task\n",
    "\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "UCF101-frames\n",
    "\n",
    "├── ApplyEyeMakeup\n",
    "|   |── v_ApplyEyeMakeup_g01_c01.avi\n",
    "|   ├── v_ApplyEyeMakeup_g01_c02.avi\n",
    "|   |   ...\n",
    "├── Hammering\n",
    "|   ├── v_Hammering_g01_c01.avi\n",
    "|   ├── v_Hammering_g01_c02.avi\n",
    "|   ├── v_Hammering_g01_c03.avi\n",
    "|   |   ...\n",
    "...\n",
    "├── YoYo\n",
    "    ├── v_YoYo_g01_c01.avi\n",
    "    ...\n",
    "    ├── v_YoYo_g25_c03.avi\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we can grab all videos at one using `get_files` and passing the `'.avi` extension"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#4) [Path('/home/tcapelle/.fastai/data/UCF101/Hammering/v_Hammering_g22_c05.avi'),Path('/home/tcapelle/.fastai/data/UCF101/Hammering/v_Hammering_g21_c05.avi'),Path('/home/tcapelle/.fastai/data/UCF101/Hammering/v_Hammering_g03_c03.avi'),Path('/home/tcapelle/.fastai/data/UCF101/Hammering/v_Hammering_g18_c02.avi')]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_paths = get_files(path, extensions='.avi')\n",
    "video_paths[0:4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can convert the videos to frames using `av`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import av"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_frames(video_path):\n",
    "    \"convert video to PIL images \"\n",
    "    video = av.open(str(video_path))\n",
    "    for frame in video.decode(0):\n",
    "        yield frame.to_image()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<PIL.Image.Image image mode=RGB size=320x240>,\n",
       " <PIL.Image.Image image mode=RGB size=320x240>,\n",
       " <PIL.Image.Image image mode=RGB size=320x240>,\n",
       " <PIL.Image.Image image mode=RGB size=320x240>]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frames = list(extract_frames(video_paths[0]))\n",
    "frames[0:4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have`PIL.Image` objects, so we can directly show them using fastai's `show_images` method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_images(frames[0:5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let's grab one video path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/home/tcapelle/.fastai/data/UCF101/Hammering/v_Hammering_g22_c05.avi')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_path = video_paths[0]\n",
    "video_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to export all videos to frames, les't built a function that is capable of exporting one video to frames, and stores the resulting frames on a folder of the same name.\n",
    "\n",
    "Let's grab de folder name:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('Hammering/v_Hammering_g22_c05')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "video_path.relative_to(video_path.parent.parent).with_suffix('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we will also create a new directory for our `frames` version of UCF. You will need at least 7GB to do this, afterwards you can erase the original UCF101 folder containing the videos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_frames = path.parent/'UCF101-frames'\n",
    "if not path_frames.exists(): path_frames.mkdir()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we will make a function that takes a video path, and extracts the frames to our new `UCF-frames` dataset with the same folder structure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def avi2frames(video_path, path_frames=path_frames, force=False):\n",
    "    \"Extract frames from avi file to jpgs\"\n",
    "    dest_path = path_frames/video_path.relative_to(video_path.parent.parent).with_suffix('')\n",
    "    if not dest_path.exists() or force:\n",
    "        dest_path.mkdir(parents=True, exist_ok=True)\n",
    "        for i, frame in enumerate(extract_frames(video_path)):\n",
    "            frame.save(dest_path/f'{i}.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#161) [Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/63.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/90.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/19.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/111.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/132.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/59.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/46.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/130.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/142.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g22_c05/39.jpg')...]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avi2frames(video_path)\n",
    "(path_frames/video_path.relative_to(video_path.parent.parent).with_suffix('')).ls()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can batch process the whole dataset using fastcore's `parallel`. This could be slow on a low CPU count machine. On a 12 core machine it takes 4 minutes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| slow\n",
    "#parallel(avi2frames, video_paths)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "after this you get a folder hierarchy that looks like this\n",
    "\n",
    "```\n",
    "UCF101-frames\n",
    "\n",
    "├── ApplyEyeMakeup\n",
    "|   |── v_ApplyEyeMakeup_g01_c01\n",
    "|   │   ├── 0.jpg\n",
    "|   │   ├── 100.jpg\n",
    "|   │   ├── 101.jpg\n",
    "|   |   ...\n",
    "|   ├── v_ApplyEyeMakeup_g01_c02\n",
    "|   │   ├── 0.jpg\n",
    "|   │   ├── 100.jpg\n",
    "|   │   ├── 101.jpg\n",
    "|   |   ...\n",
    "├── Hammering\n",
    "|   ├── v_Hammering_g01_c01\n",
    "|   │   ├── 0.jpg\n",
    "|   │   ├── 1.jpg\n",
    "|   │   ├── 2.jpg\n",
    "|   |   ...\n",
    "|   ├── v_Hammering_g01_c02\n",
    "|   │   ├── 0.jpg\n",
    "|   │   ├── 1.jpg\n",
    "|   │   ├── 2.jpg\n",
    "|   |   ...\n",
    "|   ├── v_Hammering_g01_c03\n",
    "|   │   ├── 0.jpg\n",
    "|   │   ├── 1.jpg\n",
    "|   │   ├── 2.jpg\n",
    "|   |   ...\n",
    "...\n",
    "├── YoYo\n",
    "    ├── v_YoYo_g01_c01\n",
    "    │   ├── 0.jpg\n",
    "    │   ├── 1.jpg\n",
    "    │   ├── 2.jpg\n",
    "    |   ...\n",
    "    ├── v_YoYo_g25_c03\n",
    "        ├── 0.jpg\n",
    "        ├── 1.jpg\n",
    "        ├── 2.jpg\n",
    "        ...\n",
    "        ├── 136.jpg\n",
    "        ├── 137.jpg\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we have converted all the videos to images, we are ready to start building our fastai data pieline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#3) [Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering'),Path('/home/tcapelle/.fastai/data/UCF101-frames/HandstandPushups'),Path('/home/tcapelle/.fastai/data/UCF101-frames/HorseRace')]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_path = Path.home()/'.fastai/data/UCF101-frames'\n",
    "data_path.ls()[0:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we have one folder per action category, and inside one folder per instance of the action. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_instances(path):\n",
    "    \" gets all instances folders paths\"\n",
    "    sequence_paths = []\n",
    "    for actions in path.ls():\n",
    "        sequence_paths += actions.ls()\n",
    "    return sequence_paths"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "with this function we get individual instances of each action, **these are the image sequences that we need to clasiffy.**. We will build a pipeline that takes as input **instance path**'s."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#3) [Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g07_c03'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g13_c07')]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "instances_path = get_instances(data_path)\n",
    "instances_path[0:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we have to sort the video frames numerically. We will patch pathlib's `Path` class to return a list of files conttaines on a folde sorted numerically. It could be a good idea to modify fastcore's `ls` method with an optiional argument `sort_func`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "@patch\n",
    "def ls_sorted(self:Path):\n",
    "    \"ls but sorts files by name numerically\"\n",
    "    return self.ls().sorted(key=lambda f: int(f.with_suffix('').name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#187) [Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/0.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/1.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/2.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/3.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/4.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/5.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/6.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/7.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/8.jpg'),Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02/9.jpg')...]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "instances_path[0].ls_sorted()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let's grab the first 5 frames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAB6CAYAAABa8wn/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9WZRl6XXfif2+6Zxzx5gj56HmAVUgqggSIEECJAgQpDiIGlarm8u21A/tHtz20ov7rV+8/OC1etkP7Ve727KktqWmpZZEgoNIgiQGARRIjIWasrKqch4j4sYdzvQNfvjOOXEjK7NQhRqhlRsrkZmVETfuPed/9reH//5vEULgvt23+3bf7tt9u2/37b7dt/t23+7b2zP5Qb+B+3bf7tt9u2/37b7dt/t23+7bfftxtPvJ1H27b/ftvt23+3bf7tt9u2/37b79CHY/mbpv9+2+3bf7dt/u2327b/ftvt23H8HuJ1P37b7dt/t23+7bfbtv9+2+3bf79iPY/WTqvt23+3bf7tt9u2/37b7dt/t2334Eu59M3bf7dt/u2327b/ftvt23+3bf7tuPYPrN/vEr//gfHtJNl1IipUQIgfAOKzRWSBQWV8x56NGnuXC75id+7jfprRxlPtvl1VfPcenyBWztWFvbYHNzi/F4iPce5wLee7wPvPzyOf7xP/rHCFeT5zl5nvPAAw/Q6/X4+Mc/zmg04txrr6ATgxSCNMtQSiG696YAgbUO5ywgkFKilAQhqJyFACBwziOERAiFcw4FiOaFhBBorREI6rrGIhBCoERAAIui4OHHnuTI8VNcuniZV15+Ca018cXj10opQYD1FkJAAsF5gg8oIZFC4IRGS4kxirrMKfM5VZkzn02prAMhSNKUpJdhvaOqa+q6Jq9KrAetesxnlssXb1MWoGSPrSOnOP7QR8jSFCkFPnj2JntcvnyJmzducfaBx/npT3yCx558CJOmeCnIi5pFUWLzgESgjcIYhVQAjhdefIGffPZR1lYHSBXIegJtAkmqUBKqGl65cJ0/+9NvsLF2kpMnH6KX9dBaIDX88lOJ4H20HxmzP/9b9MfbeFcSfEVwFltbqtJSW0fhSpxzWOvZ39/nxo2bvHr+Nf70T/8UTSBfLFgsFjz44IP0+/0PLWYvX7rCKy+/hFKKEEKHVyEEAY8LDgJIBMG5Q5j1UiKlINEavAfvKIscW1VUVUVtazygtCKvSjwB7wO1dyAVdQXeGW7dnPG977zM/qRgNF4hG2akaYoQAuccAFVVAaAFlGXJYDCIn1sptNaEEKgQoAxSJ4xWN8mGKwzHa4xXN7BVyV//+2/T7/d48slHGQwzRuOUBx86y+r6GoOVAT704nvyABJCvKC/9ox4XzELPzpuP/rp36K3cgTvG9zaGl856tJS1fYQbp1z1LXlue//gH/xL/4lwtUs5vMOt8Ph8McUt4EgPN55hA8E7yG0uJU/Mm6t94Qgcd7jvGK6X/G9777C5ct7rK5t0h+k98St9xVKKYqiRCnNcDgEArPZjFoJVJoxHq/z7Mc/we3dBa+8epHf/u3f5tjRIf/ff/KvUEbzhS98hps3r/P8iy/x8MOneeYnfxIz2Kaq4tlJiJ+f5s785rPvL27fLcz6qsJVlrqK+CxdibXx75PJhOvXb3Dx4kX+4s+/DK5m3mD27NmzZFnGJz/5SVZWVnjl9fMoo//DwKwQKKUwWhGcJTjX4LXEVhV1XRMAZTRlXeOCJwRP5T1BCKraEtDMppZzL1/m3Lkr9LIxo2GfXq+HlJJ2LU5d13jvSPuKshCUlWcwNKQDiUky1laPMZ/XnDx9mt/8W7/O9rE1/j+/80W+8rVv8tv/67/HynDEF3/3T/npn/4YTz19hr/48l8y2Zvxsz/7KdY3jlF5jY9OtsHrgf3Nn1Q/9pi1taX0FdZanPXs7U24cOEiL774Et/85jdRBKb7+xRF0cW0jz/+OGtra7x++QJBQJqmZGlKv99HtO8HAULirMU5RwC01igp8aE5VwOEEN2alBKQeO+RIfzYYLZ0DqTEOY91guBTrl2b8s1vPgfBsDIeMhwOEUJgrSWEgLUWISVepdS2REoYjgY8/NDDfPSjz3D+/Gs89+KrPPL4E/xHf+9vUtia//7//j+wvrXN3/rbX+C733+RPLd87vM/w97eLV5//Sob68fY3j4OKGp7gJE7MftbH5d3xeybJlPtA9CC7t4WkFJijMEY4kMaAtY6tNaMRiNs7UiSpEk87nyjgTRNcd6TaUOvB845rl27xhNPPMG5c+f46Z/+aR56+BG00Witm9cySBmBIYSE5qYKEROJmLC5mLDhAQEBlNIYkyClwjmPlrr5t9A5mECgqipKaxHCoyQoIShrizQZymhW18acPXuKJEmITrh10oIAWFejGqflXQRe8AEC9NMxvV4PcPhgKeuS/f1dbt++RVUWgEBphTYGHwIIqJpkSirNbFZw+fIrXL1+AXxCmg6pfcl+NaffH5CYFGMStE5YXx0hg2eye5M/+be/z4svnuKxJx/n5JlTDFdGjEcjihzKwlOWNfO8QmtFXVWcOPEQt26ACJLRSkClFVIGXABbK8oy0EszfvEXfw4RVvFW4IOI176u3wxe74ktY/bOh+CwHcYsh/atRQcilUKpgHX+jd8dAmmWQgBjNKLf7zD75JNPfmgxu7I64syZkyRJEnHp28ABfAj44KLj9L7Bauh+T02f0WiIIBYKrKuZTqdMJntUxYLgHb5xwAPvG+cLlQ34YKjLwPPPv8Kr5y8zn8/p9QYIKbjXrjshBNpoFosFANZapJRNAcbjpCc4S10V7E5nmGxMUb3K6bMP8b/9z/5jzpzZ5hvf+B4XL1/i5z/9KU6eOsbLL7/Ezb/8Hg8/9hRnzp5trkODm+5tvKlbfE/s3cKtVhqnwCtQPoBb+s4GK2mWAgGjDf1+H2st165d46mnnvrxxS0eSTw3gg+IACHEe/qj4tZa8F7iveTcK69z/vwldnYmZFkPIbgnbqMpQojXKgSPlALnAsakJFnGaG2Dp576GL/yK79OkvX4Z//z7/KHf/glfuM3fo3/6v/wn/Od77zIn3zp3/G5z/8CP/+Ln+T8+de5vZvTszmJSZqAP8R70dx7UG8Zb++GvTuYBaUUqIBXNIFag7MmZrHWYq1DKoUQ4RBmH3vsMc6dO8cnP/lJHnroYdR/IJjtpUP6/R6hDTjrktl0ynQ6xZY53lkCAYRo/HYTI9iAdQCSS1ducvHCFW5cv40xCSYx8b03WD98/yQIhVQShKO2nkwYHnn0MR556GleeukCu7v7fPc75/js9s/xG7/+mwzHW/ybf/NH/Mav/Sb/4B/8r/ijf/slyqrgc5/7HFmacuPGjDyvEEYv4fSDtfcCsyGAbpoCTjT4CAFjNM46er20SwauX7/Oww8/zJUrVxiPxzz8yKNoY0jTWJgxxsTER8QCgBCqwa/Aexd/hnc471pIQohJltYpUsYkSLa+4McAs9YLauvxQVCWgZdeusD5Vy5QVZbhcHAo8W/vWRuf9YZjAp7ZbA9rPUFIVlbXOXNGcmMn59VXL3D+/HWefPoR/tP/9O/zL/7V7/HFL36ZX/7C57hw8VV+9998iV/51c/wzDNHmM08VeVIEs2bQuMe9qZRw/JhES9qfAC7TB5AgHcBZy1VVaGU6R4cpRS9Xo/RaERZVmi17NwEQtC8ZkymrK1ZVA7ZfBLnHFevXuXEiRN85zvf4YFHH8UgQGiEDbhgUVKhtEJIgRQqOlylwNrmwKuxtsJFD9MBAxRaJRij8E0w5Z0niJjs1LamrD1eRAdfVTXBO2rr2Dq2zsrqKkWeH9xYGQ/N9oYLAZlODwV/XYYfQDpDWdUE4anqgrLKqYFk0EdodfC13iObjJwASmRMJgXf+fYL7O7M8FbjHCgRqFTJ7ZsXmaUZWidIacjSHsPhCokKJNoQhOD61QvcvHmF9a0Njp44zvaRI6xvnKLXHzAcJwRv2N8vkTJBSElZBKZTUEkgmBp0wCQp1sKFCzt86c+/hgiak8cf4ejRUzFhFo5Dkdz7ZHcGOGHJmQjBvTHbHNwighIQSCFiQqU9Kii8991BFELEbFlV+Dogm//mnOPy5cucOnWK7373u5x55BGSDxlmRVNBipXaunNQSjTVew4OnbaIEkJAOUNRVAglKKuS+WLGoljgpED3Mgge5zw+eDKlKMsSAB00RSF44fnnuXblFiFIlDJoYzDm4OctF2y6Z6q55u0zBDQdlpr9akbWHyBUxhOPP84v/+pvMcsdv/fFP+b3f/8r/J2/83m81yzyku985/vc3tnjc5/7OdIsYXffUtdQ42Ml8N0E4Y9gbxm3PuCtoypbX9smo9GnEmgq7gHlVVe8cu4ggNJKUVc1tau7z+2c49KlS5w+fZrvfve7nH3kkQ/U1+IdZe3YOrbGytpa42tFVzGNr38Yt22HKITQ+E/Z4Fa/Ndx6RyIk1lq8d0ghkSrhpVde5ZVzF3G1QskEpVP0m+BWCIGtHRCazkesEqdpxtbmUbZPPYAwCcErpvsFR0fr/Nqv/zpf/vK/43vfe57xyhpPfOQJxqsj/of/1z/ik5/8OJ///GcRyrA/C12SJqVYivHeLLF7b+xOzLYxQvcL3gJmJVIGUIqgIOiAESa+Fq7zqXmesz+ZoEXorncbH2RZFjH76IcRs03gTUwK3ypmtTeUZU0QgaIsyIsFRVXgVMSsCD522bxDhIAGrLMIIVFSsbMz5bnvvYRzCtAYI0jMQTK13CmSUhIICKkxSYLzDh9KisoSUKyubfLwQwN+8PyLXHjtMtevT1jdWufTP/9zZIMR3/ve82TJgF/6pU/zla9+lX/yT/4Fv/Vbv8FgOGCRe1ygw8QHbe8JZgNI4vMohYzdGWMIIbCzswMrYyB01/3ixYs8+OCDnDt3jpMPPMBoZQWEIiDxQeAaH65N7EIppZFK4p0DFxMq6xzO1l3SJaVAIGMBQSjcjxFmoz9LcJXnW9/6Lnu7C6yFJEkOxVUQk0bvfbzGScqzz36c1fUV/vRLf0xVFexNpsznOVlvwNbmMWYLy0svnufxJx9idW2L3/7tv8effOnLfP3rf81P/dRPMh6v8jv/8+/xN/7GF1hdXaEsoao8Ssf4KN63t4att1yCbT9QmyW27fEuNW4fGCD4+MF7vR6rqysIGZjuzyLDwofuRsUMNgInSRJ2dnaRru4e9Jhta6SUrK6uRvpb7QGLD5EGF9uz8ZDVSYpSKlaxdBKzfGuBnOAEzntA4p3C1qCVIjUZJstiAteAJM9zfFEgNThX4bwFLxEInA8oldLvj1HqNvEexwqCMW1lsL36vrkuseKjms8DgkyPcNZSVgUKh3A1wVYEIVEma6pmnuAFzlq899g6QOjz0vOvMZsI8APwoKWBkOCsBFFSBYdTFUanLOoKXI3SBqMztDZoArYu2b1Vsbd7nVdeThivnWA4WmNtdY3hcEyWDdEqARR1DfuzgEhBDzQZmvkicP3qlGs3JvzE088iRYJ3Gc7KSA1TIh5aH6DdeWgoKe6JWe9c93ekAEdzMIHRBtsc7FVVd5XPJEm4dvUqPRNpnrEaFR2v1pq1tTXq2iHUhwezUt7CexEx2VS+lq4YQoTGScbuqtQabUx07iHBe09dV8jg0EmKCR5X5NgQ8B6CD/ggqGuLEBrvHPncsr/vePnlC4yHq3hnydIexiTUdY2WpqGi2a4i1j73Zb44VMRpk1nnHEZljEcbjFY2+MhHPsajjzxGUYFUA/78L77El7/8LT75yWf4+te/wceefYoXXniZ/8f/85/yiU/8LGcffDxSFx0YqTgonL7/Qemd9qa4bSp6UsUE0DXVvphwdbyOeL+0JlNZpLLVB77bNh1UI+gKQG0S0OK2qh18gLiVQjafI2UwWEGKmzgXCKEJWtpuQbxitL5WSk0gLPlaSGTvLeJWIjz4ILHWs1iU2Nrx4gvnETJr2BV9dNMZ8pJ74FaxP8kZDFKst2gtcc4xGPR46KFHeeSpZ7l+a4ednT1ee+0ya5tHUdLw0ac/xvd+8ByvX7qCTs9w/PRp/vbf/S3+4I/+iCs3bvCbv/k3SdP1GEA1GbYQHzxe4QCzXdDcFKTeKmbFEmYTFajrGuc8ZRkpf3mec/PWLRLV+u+2aKC4evUq6+vrVJUD+SHCrLzZxQdKSoRZDrfeDLOCVPVwzlHVJTp4lLNI7/A2fjZ8wwBBdf6wLDzOC8rKce7l1ylyjxAGpRKUVng8omWNOIdpkiul4mv0egNOnXyE2gpeeuU5fCjZ3dtnf7bAmAFrq9vs7k94/bVr9MdrlBYef/xJhE/4zneeR6qn+cxnPsPv/8Ef8s//+b/iV3/1V1lZWcN78WFwq2+wdwuzUgaCPaDEJUlCv98HBJP9Ca4uD2EW4MaNGzzxxBMIpQlC4YLofqkgAYWQGp1kDWYtSickqUJWFYEcvMQHD0ERvMZ7hSDBmJReknSf6cOOWR8kde24cOEaF16/xnCwRl05kiRFKtkVT7vEv7mWxhiOnTjF6dMn+dZ3vs3169coKwtSk6Z9VlY22FiruHLlBjduTOmPVkiTPp/62U/x1a99g+9853l+8uNP8PTTT/Av/+Xv8YUvfJ6V8Va8JhwcuaLNsH+I/ch8Fh8CgYAPIBoOo/c+8o+rin5Dd8uyDOsGkQtdHFTBu9vT8jKbSrZwNXaJHpYkCUVRkOc5k8mUtOfo9wdNSzpyx6X0CBeoPUilCD40CV/dvFeB0X1kx4WWiBATEIJByAREDB6F0mQ9jUkHDIaOvMip6xIZHErGBKE/WGEyzRkOVzmyfYLBoI/3B5Xk+MAEnK0QUoIUeAJBiPhwSgVBoZxHu4xBGLLqa6oypyoLFoXF+oYa6DzBeSCwmC+4vVtz+9aUNBlR5PtonZIkGXVlYxcrKERQiCCwdYV3Od6VCARSGEySIJREakUq+vg6EHzCrndMJzfYvdUnMX2M7jEarsXrm6Ykg4SVRQ+dnUKpFPCUVWBvb46rFgx66wz6Q4RuHlDeSI37oC28GWbLikHzdQIIUiJCDOBliDiMAb2ibubXlJRUdY3C42wk2S4WC4wxLBYLZrMZ2f6UtP7wYHbQX+HokZOkadIE7KLpFkfMelfHZFKAazyJ1AohJcE3HTnnGHiLd46qyKnKkllZ4ho6q3cOfEAhmE1nrK6u8Od/9k166QjvFc4G0jQjTXvY2bTrwix3/tpKYNuZWu5GJElCmqasbp9idW2Lygam+wWTyZzBeMzp06f59M9/mu9+77u8+NJFfuZTP80f/MGX+NTPf5zxuMdf//V5AiNOnT7eUHSbA/KDL5ze1e7ErbM2VtKFpq4qektfK6RERAI9MoAMB53FPM+ZTqfkec58sWCQms7XWmsxxjCfz9nf3yebfLC41UoitSEbjJnOCobDVU4cP9MkLW0RrsFt8Nh7+lpJCDLSVH8Ybq3DO9dcYwdB8dz3zwEaQUpdLzAmJev1mOfzN8VtnGeSOO9IlSIGIpLxaI00GaDknH5/hdu39ti5PWG0skK/P+DhRx7j5u1b3NrZp3aOBx95jP/qkTN8/Rt/yZ/+6Zf5mU98lvHKCKXaQx4+bJFqe12CkG8Ns03QFzskAhV8E+CDtTGQWh4d+HHC7MkTZzvMeh/eOma9wACpcwydZdXWlA1m86rGhUBwHmcjXgVQlRUByc7OjJ3b+6TJkLxwSKFJe1mc6altV+VvK/yi+WxKJ/zEMz/JfF5x+fpFZosd8iIWYhJpGA3XKSrHlcs3OH7mDIPxgFQrHnnsUepacO6V10AG/savfYGv/bu/4vf/8E8i5a83Jk1Nc6/fwJj7UNg7wayUoeuY29o31EBDkhiU0tjaYu1hzC4WC6bTKdk8xwVFr5chpUZKDzikC9ggqb1oulI+JnJNoB+ERimN8CF20IUheE1wGkECMm1Zqx96zFobKErPX33zebJkiK0F3guyXoYPAVfbrki9zJgRQlCUNS4INja2uHnrNtbB3mTKiRNr9HojjhwRvH7xAi+9+DpPP/M0IQhMkvDxj3+cv/6r7/FX3/wBTz/9MD/zyYQ/+sMv8fnPfZ7NrQ1qF2gJBxGvh+n0d7MfOZkKIUTeMdCkspRFSV0JFosFq8Qbn6Qp/eAoihLXZO93WqSwhe6XUoo0TTl69CjHjh1jMBgghGDn9g6oKWmadIBtzSMQS9XI5eE5JTTKxq+NlUPdtEbjL28CiNBdtIOKg8ToBPBoEStVUmsuXD7HpWs3OXl0m+31NRaLsqErxYFWKRVKClKTInWkFgQpCEKgEk2WZaS9AcZoUq3AWap8TrmYk+cLcisoa0c+X1DmBcUip5gvGPYN33/ue3hvmc0jNTBJEkwS33dZ5aRmSOw9C8DjvaWuXawYLCxplqGTBJRALvYJQpBkKSabYnRCmQ5ITB8lM25evUqeV/gkEDJYWdkAITlz+iwvvvgyRTHnp3/qJ5AhYbZvqUrVPOyCOND/4fKab47ZOWvLXyxEMwgaDxyk6GZ22tdKkoQsS5HBI3S8r9vb22xvbzMYDAghcPvWbYT+8GD27MnjbK6OY8dMtMOlscIrpUSlvc452uAQUpH0soiRNCUxhkQrhHNUiyicki9y5s5TO0++yFnM5uTzBVVeMBon7O1W3LixgxCGsrSAIknS+NmMoXa2O9Sdcw1nXHTUvvZXG6gqpVhZWeGJxz/GYLTOrd1dnFdcvXqLh4YjEqM5cuQEH3GCK1cv0R/0+aVf+nm++rWv8+xPPskv/uLP8/JLu+xPFqytG9ShGegPX0b1BtwKKIqCuhbMFwvGh/y8gAa3UkqEj9XWtho9n89jN7C538YYsixjY2ODra0thsMoDnTr9m3k5IPDrdEak3pev/QK127tcvLoNltrK7Gr0GC2patKIUju5WvTjKTfe+u4nc2pipI6VBR5xeXLVzE6Y39a4B2kaQ8pVaRK2vruuHUuztroBO0U1tZolVBXNXlesD+Z08uG1BZmi5ybN3cYrazQ66VsZZvINKGuS+Z5SW+YUFWGT//CL/DC86+zvz8jSTPS1KBNU0n/kCRT7dl+kPy/RczSVvnjkHs7M9VSL733aN1Qp1z9Y4PZU8eOsL2+irWuSbTVW8NslpH2+xitSZQE5ygXixgfLHJyHyJm5zn5fIGtKubTGUKAVpoLr7+Ac4KqcngnSJKs6x642nYd1DaZkjKKrCiTkCQZiJR+f0BRz6iqmt29CRujNRKTsbqywf58ypUr1zmTnkYYhdaGhx56kOdffJ6XXz5PXhR86lM/xWg45LnnXuDJj3y0+zlSLhcB4IP2t+8GZqU8KKS0Z1VVVXgf6GUZvq4OYXY5Ptjd3UNO52htSNPIdoliKQGkQmiNVOoglmrwo1DIWjVsAoNSJsadKs6nWR1pxj8WmNUwvXWLyWSOtVCWBUoakiSJrIqGEWdMZLC09yz62vgZNze3MedfAQTXr99ge+s4aZLR7wk21jd56aVznH3oAbJhj+ADw+GAp59+iuee+z4/+MErfOxjT/D5z4355je/y8d/6lmG4wGhE/g5wMmb2dtOproMPkAtHE4ENIHE9PDWI0VFCGUzaKYAiVRgkhqEoygtWepQUhGEABzBOYxWZFmCc+CsRRqFDZYgweIoXYUIgSRJGWR9+r0sijM419APNdpksfLhY/sxJjYxuRFKxZ8JSBG5pQfDfimBA8pLW6UHEF6BIFYCZQRzspGxvrrBymhIIpu5JqUITcAXh+MkQrc34+DwF1bgFxXzymMSQ6011tYUeRE7JU4gA6RSQqJJRJ9UJQyyFV579RLnX7mKlCl1VcdOk8lw1hGCiFQVWyPxNIKAKKliQOUiTbPIC/pSghPYokJIgZvnlInGeYs2BmVSpOpR1xope8h0SG80RqQZ3/nGD0hDn0fOnOJrX/sm3/jqD3josacYDhK8DTRzrKDig/hhsLaa4d8Es4QcaCRcmvcdRKTyeO8JDgQSiUAEMEoxXSyQIqqAOQ9ogRMelWqCirgV1YJhohikiiQ1JA2XOv4cEZ1f07qOTjHi1WhDIFLdEA0XW2sS04q4JA0jwTet6JbiBdJHFSvZ5LVBCo5t9dhc3WRtJYqRxB8fkxPZDmY3uG3pDmnz3qg91hbUhcUmCaVSBG8piyLScXxABxFVfYwhGfYZphmz/ZwQJF/7iz+jKmps5aiqJgCVktpZECGOynoXr4MLIJtENngWixzvLUL2IrWYgLWeLBshhUYpQ5YN2F/k3L69w9GTJ9EmIe2nbJ04ThXg6s0pi0rwzMc/xde+9i2e/uiAY6e3KUuPFwEb4jP3YbN74lb1wIEUFcLnSFwTksRDOOBxIuAFSFSketaWxXxOPp9T5ouo2Gkk3gVQEGQg6SUILfAy4OocLQODtEeaJahm4Lf1/xGnTbWehsIsTZwxNAat4tHSJurGxAA30M5t3A23EiFiJyECOHBsa5XNtRVWRytRFdXTzQrJ5rkQsikKyKaII2LlFC+oywpb+zfBLSgB0iiSQcYgMeSLGlsH/vr897h5Yx+87lgG8TM7IIqfiKAjDbiuCSJ2PiIr05L1NGk2Ii/mMbHSKWVpWeQOnQ3QiWCoBuxPK3YnFYNRRgiS0XCF6WxGkefcuJ4zHg/J54qzpx/k8uXb7Oztsr6+RhCm+8x315d6/+1HwqyQBOnjrI4ICKHQOiHLMnq9HsboGLSqyBi4N2YXSBzZIKHfT2LQqSQEGspWLHL6cBizQsbqeuwugNaSJDGNgJMmoEHE2W44SAZCaHytIGJWgpCBY9trbK2vsTIcoRBd4nYnZtGx8BGQoOJ/80FQlCV15UiTtMNskRfUtcUF0M39lqkhlT28yxBeIDFcv7HLc8+fR8oUaytsbWPhykGwrqNLt5X+9p5573Flzf7ulNWN45w89SiVr0mMYm/nBqP+MUSSkqg+Q6PZ3V2wvmnpjzSegO6lnH3wEa5euc71Gzk6mfL4R57G/+AcL7z0PA8+9DDj4QpJohr11Egpf79FU+5m7xSzQUqMSRFIjImdVKViYT3rJSxCFYvbCoSRJP0UmSiEEnhbIIKlP0gZDKJoilYqiuAEUCombD4c+FIlTUxudKTfi0aszDTUVdUGq/fCrDNtzS0uRxKCY5ubbK5usjIaohuq/7uNWSUFMjUkIsPZlFSnLNKS6azgm3/958yLitDMcZskA69QwiBE2SWCy/fMWQt1Tb2oGfU2OXH0UeaLnLwUXL15m5EZ0TOC9fGQvWng5edf4qmPPU2vl1DYwGBlzKmzD/P665f47vev8PTTD/PsT/d4+dx5Tp05zXg8JklMvOeh4Ra8iZ99W8lUd/CFOPsUZKSfCQQiSIpFgdMJIdS0k3zxwGyURpSOMpzOo2TMdEUjdZylKZ/5zKfJiznGGHq9Hg8//HBX+dM6Bk4EyLIMoKNpxaq1RoqDj9PKJ3vvIyVRRadmraWsLUV5UE2QUseLdQdtI4SA8BplNEJ6PFGifDAY88yzP8WVS1d47fWLHXe7HbiPg8uyG2KL2XesirWyl6hY5TeJYXd3h9l8ynw+oyxyRIit0LzIcdbhncJZzb//y28zzx3OBlo5ZyEUIRxIuXpn8eLgfsVrEocThYhiGKFp3UpEpMAGT1EvcN4SRMCh0GZA1lvnmWef4tiJh+kN11hbW+Wll17gu9/+Pp//5Z/n5372k3z3+y/z2oUrrK6u0O/1omKQlHgXg54Pjb0lzLYRdeyqBWLlxRNnI1qMtBxmIQSf/ewvUtvyEGZb7EVpXkmSpAf0H+hw1zorOHhdKWUjgypwzRo47x1llRPKQN44FNEIDgSaZG8Zs06jtTnArLUMBmOeffbjXL18jddfe70JDGUn5fxWMBuEaSSHJfv7E+aLKbPZjKLIET5SpMqyoKpqvJfUFcxnJd///nM4p6NjdS5iRBCds4iV9eAPhCBCQ70kHMxpGhOr/gLVdH5NVADyAmMy0lRQ1Z7d3Rkra+t4IZBKs7m9jb8huHL1Fmk64BOf/BkuXrpGf5iTphmVrXHhQKiB5up+aOxuuEWSL3KcTiDUyK4zEfHU4jbguyFk51zsxMznlGXJ5z73WWpb3RO3sXopDqk6LVfzoSUSRPqaUgqCjHK3MipPRcnlO76vSaDujtsYHCgdCxmLomA0WuXZZ3+Ka1evR9wSX6eql3ArBYmI3eMgY6VUaNV06CSSWBW+O24t3sXZ1aqMuI1zn5q//MtvkeclIej4nIaYqApa2EYmRVPbjrhtxUxEVNvTxlBW8ZmSMvqDEGIAYkyGSqKM9d5kBlJjspg4pEkPW0f64e7OjCxLWVnts7W9zuXL19ibTFhZWeloqi7EtPZDYW8XsyxjNn5/e5+BrpPy7LPPYhJNktwds1JqpDhIFFrstZSg1mKAGQtZBInzFiccIcTnpChz8uJguF6IpKE5Rcn80Nxr7z3CqTdgdjxe45lnPs71azd45dXX7opZJSVGmlhAEgJpImaFFCAFEtVhdjqdMJvPmM9nFMUiFkZtTVXlkbrnIF/UZNmQ5194lZ2dPYzuxYJ3XTWFD93QxET3PLcBat3QJr2z5HlBv7JsbR+jqKfYeoFWTecqkRiVotKMylp292YEoUn6GqUFWa/PxuYRrl27zsWLV0kzzQMPniWcf40bN26SmB5S9T5U86mdvQPMImhUIptkpznHB4M+zzzzDM7HbupwOOThhx/ufOo7w+zhmc2yikybTuod1Z2hPwyz8zyPmH3249y4doOXXr27n32nmPXOUpY5ZVUSvMDWoFTKzVszLl++jlIa5yxSiVhUE8SETbxRvCQ0n6ssSrz19NIBw8EaUmUkpkdZWXrUSCRpYlhbW2WxyLl9e8L2ka3Y7AiBldVVtnPHtevXee4Hr/D0Rx/k9NkTXLhwmePHPevr66SJoqp9k6/c28f+yDQ/QYw9hYjKIKF2zGczZkjWiuLw1wrRtd3LIj/Ee2yDJYCnnnqKKCHrEFKg2p5wk5WbJhPPsuwQ2OIhHYf2WjsQuQgEwImDuYvWAbeyqMb4Q+dQPAzjDdQiQWpNwFK7KqoSmpQg5hw5uoLRTUAAsTrZBgaAWlIDPfjM7XyKBBwyePrG47UnG6UwSqispaorzBzqyiFFxnxmyfMFtpZU1YE64DJXXynZVHxD90AuW/ugtpSpZauqqpHcDHgRMEnCE48/xS985rOY3gqLMraNH3/ySb761a/wrW+/wCc/+VGe/uiTXLo5oa5ybKJRPg7vCvnhqZa29maYXb8Ds8t2NzW5ltLzzDPPICSRByyXAgDvCR60UU0hIDqw9s/x+2V3r+BgoNp73yVTdwawUUXHI2TVYOmA09sqUWmi0AjCUbuKoqowSYZnzuaREUKe6Lqw9VvELEJC0Ejp8L6OmFWedJTCKKW0zR60XFKWNQSFFBk/uHWOsixw7qBFf9CYO6BG3O2aAw1tIWI54jbex3hopSBMc4hFKevdvRlJNiIdGLRWDAYDtrfBOc/ly9cZDAYcO7rJ5UtXWVlZodfvkSaR0nhg7780+pvZO8Gtazr37RDvYrHAOcfTT3+UJDHNvo434nZZ9aodqm6T67bAdTAnKpvCQez8W5bEMxo8R9/z5riVboDRKUIFXKgpygqlU5yr2NxaQYjjDW4FdV0d+Dkgazj8LgRsS9VRjQ/3b4bbirquIm6rmuAVgpTpJM7phuDJ8xznY8c4+IBQB7tX7rU/pz3sE6UaKtABzcYTkASEbBgSWYoPPv58FavMUiqSJME2iqO3b+8CgtGox+bGJjdu3ERJzWgkSRLNXR6hD9R+VMy2tpzAt52UZ555huFw0MUHd2KWhvXY+ss25ljGbHwmPEKoJcwGnLCH/PCBzw8YHQfhGypA7MY2t1v62JlsMVvWNbrF7OYKcHfMqiAZ+DTuNAshCqEIYptUCJB0mO0pj5WWZGBgsNLFB0URZ3YFis3NHmXh2N3bIcsyyjIq8VlnqW2FMqA0KKsOOjFLcUCkVVqKMmc+X6CUYTgYU5WKNBniA/fErDCSRMadmcPhgI2NdW7eus7zPzjHI4+e5dFHH+SlFy9y7dqNZmwjFgDq+sMF2neK2dZaNT+tNWfPnmG8Mu4w2RVW3zFm6WTYl6mK7TOjlbo3ZkPAaIXQAectRVU1mJ2ysTXkvcJsbWvyXFCWCikM3im0Snn+hVcJgWa1UEBpgZQgVZReb5/zNgZo/wyRhrm/PwXiLj+TJiS9FK0NdbMjTkpNahR4x+3bu2T9Ib1RHykEvV6Pre0NnLfcuHGV577/Co8//hBHtj23b+0ghWJjY7VZcdRi9u7d1Lckjb6cGXb/LTRJRxOExWZjnNEo8jcmU20wCW1AGA6yaCG65CcGmA5XO9AxQYg80gOJ8a6S0nB+kyTSUA5xKZcOufjr4OvvfG8hRBls1ej7u6W9QkIogidWAkLokjqtE8o6Oqwgmop6S7HxDkJAxnJmbLc2g/kx8JP0sySqBWUJvpqxcCXe1YTgsc7hg0cIj1Sxzfrqq+cRjeSkdbJzhMvJVKwy2XsGp+2964LnpQBAKUFAIqSmN1hjc/skJ46fpdcbIlND3QQSQUmOnTzJq+dfZbiywlNPP8ypU5vMphV17bsqiPBNfvs+24+K2fKHOMsDeuvBNWx/lyi8t3jrDnVShRCUZUVd2845Ap2AQptQLRcGumdDaTp1tqX3IBoKXmi8o1I6+stDAiia4ONOHedjF1hJjVYGZ2Moh2i7TSFWZN8CZof9FK0VWqdMJgULVxKcxQfXzTcgHGKpcHHhwoVIx23apdZaEKB8S2V44/VsixxA0wWsmmeyoQAK0dBwMqRKkN6ijSLrDQlBkxcWlepYkFGCfr/PkSNHuGKvcfnydc6ePcHq6gbz+RytU9KOevLBdVPfFm5FrJtqpd8ybp1zlGXZJLw5dV03oirhrrjN8yLOWVZVd8i3SVWaps3Xy+73KGUd6VJSyEOB2kFi9ua4jTTqOOdpXdV0dxxKC+o6dnOEaKiv1ne49d7HBK7tdnoinr1ASehlYO6JW9vsbHFIEQgStFRcunSxC06UUlR1lJ32wUfqpDg4y5bPtxjMHBSu4v1sqtYNFTEQGuW4SG1M0gSpFC54ytIi66gaFrxASU1iBMEL9vamCAH9fsZ4vMp8voj4TTVav/+4fa8xGwudkbbUVuAj1u7ua+u67pT/lhP/dodPqxB6J2aFOhAOWQ5g42drdu8Fuu9bPgfegNl4dzGJoiztPTEbvMeGMnY4pMAHR+0cBInUklGy5GtDwWJaQYtZG39eh9kQ/fRkMmFnZ4eikhjdY7Eo4rsJLsrEC3Xoc7bXOhY8HNbVVM155QMY00MJhdF9fOAQZk0SOxQu+PhsyEbIRwpG4yEBz40bjlfOXcCYRzhx4gSXL9/k2tVbnDi5Tb//weyeevuYvXtMe+g17/h7G9dWVYUQEq1i0cqHQF21scA7w6xUskv67yzsRDbWm2C2Of+9s1jnIES/bExCVYYOs+JdxmzrZ4UMBO+QSlNWFZcvX0HJBFuXeOdI07j7MVA3ybvuzpPlmDcQKIqS+XyBVHGvaivDH/dxBYQCpQ0ySXC2praW2XwOxqAT0/nTI0c2kTJw4cLraK15+OEH8T5w48ZNrHVsba2jlKKuHT9yMrWcoLQfJITQMaJaAAYfVeeGo0GnVX8ngCEGU4tF3XWYWrC0nRatdUNFqUgSAwiMKTughRAoy7Kr7qdp2iwQi+lM+9+XOwnI2JLsqv5LCUikDqWRdoiCAHppgCL4KAFZVRahUrI0wTuBUUOsrCmLCboZ+pNCR6qJt0gZ6KVxPsZZh7cV3lVIIamso8h3ugqtbIFZR6qZtXUEaVORt7Xl8uUrgMIYQe0OtkDXdZTqjuIIqqM+pmnafU07IN2ac+6uSWWaZozHW6xtnqQ/2KSqYLK3YLSZIXScZ1HCcPrsA8zmOc+/eI7+cMzx09sMRylF7uMciiM6JPHBHPBvBbMyfjF4GI6HlEV5z9dsgyXbbCJvfy13+lrMpmkcIK3rinYXjLXRgS5XnaLaT1zSl6Zp1/pvgwalDSrJus/U3sc2OJMM0EK3U1wEEZrFk+CbYeqqqkFGap5zAqNH2KqmLPfQjZOVKFBvDbO3i53YGRKglERIqMuagI9YdJbQKHF5FLPpnKqsG2cduk3uCFBaE5Yqcu21LIqCEEInhVqWFUpFHnX0F4YkPRCvkEqTKoORCpP10UlKQFDVDqUb2esA/f6AEydPcOP6Da5evcna+jpCFOxPZihpuns8HJq7g+A9trfsawPgQ6QojEdvjtsm+amqqsNWXdeUZdn5x3vhVmvVUUCXu1LtWoDWdxuTkKYZoano1tYil3YwtYdg1yUP98atbDqxRVmCDCRpgveCNE2bvShR+MFLiUDGApC3KBXoJ3G5uXWO2pY4VyOQeBvYWdwbt1VVUjsbK79SgIs0vKpyjdhFFJBoMYkAZeLsXhsMaa05cuQIxhiuXbvG/v60OXsaJkSTaKWNVLdrFrinSYJKElzw1NYinEV31PgDqfA4DK6Y315w6eJVzpw5xaA/pK48e7v7eBfY2h7cefvfc3svMNul3c3zeCBc0Hbtw5ti1toDgYXWzxZFsVTAMs3vSfcZXO0Q5qCQ0/78g+74wXuQUna+WEqJcHdgNktxPtJjXa3uiVmpPSqLs1y1d1SVo7QOoSB4R7kzi8G8AK1k82xFzNaNr/XN4lYpFHjB/v4M7xUIw6KocV5i0h4Ij9IxmASaIF90ownee4qiIO33qOoy+mAVuwZCpthaQm1JTYNZk1A7R1lVBCXjumOh0Tqed1orRsMRSmkuXrzIiy+8wmOPPcbxY0e5fu02167e5sTJDbLs/Z+XeluYdYHgAitrY6ry3pglHDAAILI9qqrq5OeFkBRFSVVV3WLedq6qpVm+Xcxaa0Gr7s9tQtXe15bNcVfM2oTgBEVlQSZkaYp1YPQYW9fYen+JLvjuYLaq68bPNsIWUhGCZDqdomSPqnQYPSDLoqCHdRVlmUeZ917vUNOlbaaEEMgXOd6DVBKjUxAKLz3WelQjwGaUiUUTqZBKU1Q1clEwakYHpIQ0M3EONcDly5dRSnP27EmqyrK3N0FKxalT6zRH4l3tLfFZ7hYUKyGJ2rtxHYkLDi0VK6srTO5ChW0PhgieogtG7+TUe++ZTPa5ePEirdzkQVYdugvaHujj8bg5qBVp0usqqMvg0UYjE9OBvH0/bWCqZQ+EaFqjB0shAWzpCQKsLREKirLg+PHTPPhgwt7ubc6ff7WbK2kVs7z32KoiUeKOCm3zILiaICLdpbYV3jlm8yneO7IsxXmLdTbORjlFXSkG/RXm0/3uNZYpZ0K0SnN3o5ocLFte7mYd6kwJyLKU0Xidzc1TrKydQIgBwWsmezPUYAA9E6mPStIbDDj70MNMvvM9Xjr3Gr3hgM3NIcZI6jrgXaxyWS/gkKDo+2c/DLPSg/M1WklWVlaYhruA9o7XW05gl3EEgv39KZcuXeoqm2VZNkmr7A7pNpnKsqxLpgaDwaGKf0t9TdIUnfa7ALi9zwcOMiEu6dPNc+I73No88qutKxEairLk+InTPPRAwu7eu4HZGu8deT7H2tjhCLhmkaDHOYGzClcbsnRImReEcHC9gm+Clgav7XuAOA+5vr6OtZadnZ1YxFi6lVK2QZaOFVdvQWmkllEwJDhqV6OdiF2AcPB9aZoyHo+5desWINne3uTq1Rvs7Ezo9/sMBn3e7Mx8P+yH4pamWyIVqysr7L2NsYP2Ore/QuCeuG27+XAws9Im/u2cVZvcpmnvkAqa6aVUVRUPfDiMWxFnse6GW1dahAjULvraRZ5z7PgpHjhr2N29cU/curKiJ8TBvBbgRcADtbPIUKLugVvrq9idcp7gFcEbBD28k2Rpn/3pnHaFQPQB7c8NbGxsMJlMcM6RpiknT57EGMNzzz13ULDjIChvL6iLDxUueGQIMbBomBMtdacVoqGZkzBGs7q6xqVLlzh//gJnz55mMBhS147r12/T6xkgfdt4ezfsvcRsa8sUpnthNlbqD2jurb9ti1X9fr/DrDERx0oakGAy3fn25Wp/jDdSWgXHthsA4IPHFXH+uMVsXhQcO36KB88advd23sTXFhhtcSHOhzpBpE+JWHBObEBJeVfMOh+7qc55vBN4rxAhpSo8G+tHmcwchagpXOxMGR3HCqSCXppircVaS78fz5eiKJoAN85YFUWJ0AkBiRISEXSzTDZiVjTMhQ6zNuBsIEqER5ibxLCiE9zRwEvnXuCF51/h8cceY2VllRs3b3Lp4k0efvjIO0Tej24/NKYFkJ5Ea1ZXVt8WZpe7X63fm81mXUzbJrHvBLNCSUyWdrHIMjupxe49MZtHGnHtSoQMzPOc4ydO8+ADCXt7tzn3yqtNAUFEafJ3AbPW287PehebFFL0mE0r1teO8NBDZxkOe9y4cZVXXz+HkgZj4vOipO461K1f9T7uuwohsijSoEFIjElAgRcOWwaqMqcnFLrXQ9CIjFhHVVnq2iObzrJSkn6/R9xfKLl06RIhCM6ePc3Ozj43btwiTRVbWyv3vO/vSBq9S3JCnEPK85z5pcuYI4erZG0C1CZTRXPQ3plMCSGYzwucCxw7dgJra27f3sE3jsOYdiDfH5r1MMaQpX2ytN9d8KgC1GT0RscKylLQtpzchRDns+LcU+R2tqayDGU0QViUkdRVzfrGGOcrkkwwXEkY9AckabMkLcStznVV4Wp3qMre6/XQTTZsQ6zOF0XOfDFjkM+7uQJXLfDWYptkaj51pOmAxFjycn4oKWo/T/z9cNv8TlrfMn1iOWEUCExiGI/HrKys0c9GlLWmLGr2dqdk66toIxpAgwiSwWiFRx57nMuXrvDKuUsIHmA0Tun1FDkB50uss3xQydTd7DBmBUabOJR/6TLJ0f49v691u21iM51O2dvbW5LwBpCcOHGKqqrY2bmNELGiXZbFoYS2LEvKsmyoUjlVVdHrxWvUOgxjDOPxCklv0GG2PeAPgtDQOUlrbVzs3FZSG2ngICxKSypbs77+TjErcc0BVJYFRZlTFDnO1ZFqVRaRNmA9zoG3CZO9EoKGhl4CdHQHnUQxGR88SZJ0CePq6iqnTp1iNBpx8eJFnnvueeq6JISmq8AB7q2tEHWBCAatJUomIB0eiw+x8tU+E0oJnBUMBnHn3Wy64PKla6yuRrrU/mSKEBJbJ3xQQem9bBm3IoAxmiLPuXzpMmYre8uv473vAqkYRJXcC7d1XdIWr4QQXbW0qqqu21VVFf3+gJb6bHTsgvbHww6zwCHcLs96vgG32bBRsYy+tqxr1je2CEGQZuaeuLVlBZXDh0Bpa1CStN9D6agY20jt3BW3tpjhbI13Ae8k3idUhSTPK0KgqbRrqjp+vUGjgyYEz9raGkqpuFD25s2uMAJ0FdSAQTcBktFxvgaiBHNcFByVEYOIFV/hfRx0V6Kp8oqmyw+Dfo+tzS3On38VKS5z8uRJRsMx83nO1Su7wNF3FXfvxN4tzC6fWT8Ms86VsVsDnY9sdwK282dlGTEL7XyKRmlFf9TvGBwt9a1dwCyIBYD2fbSVcYiKesboDrOVtR1mk/TNMStKiydQ2ZogBWm/h9RNNiKiCufdMOuKBc5ZvAs4B3UlkGRcubSH94o0G3D8+BYrKys8//wPmM52cT6e80mSMB6PD8UGQsQ5vRCipHdZlKgkChSgFDQCLC1mQ4jKiC1mrXPY2qGU6JIpQVTUHI9XeODsg3z/ez/A6B4PP/wgmxsbXL16hfPnb8BPHXv3QPcO7c6YVkrJYrGguHwZ9TYwu9zxcs5TVRYpNadOnaGqKnZ3d5FSUZY/Oma1SeiPht1z0XZuu/jAH4i3vBGzKmK2iWnLqmZ9YwUfatJMMFpN6GU90ixFinbR+zvDrM0XOFd3mLW1RIk+ezvXScyI8WiLs2dPcerUGa5dv87u7g2SNIqZLY9ILMet7fWdTmeEoJEmQxlDkmgcrom/aoIq6IeVKK3exGFVHf/NGBAy+mClJFnWY2vrCMZoXnjhBdI048iRbfI858KFa02Ba3TX+/6mydQyr3T5gwgh8A1XVzSCBUEEgpRkSZSGDQ1AaGlszmGUJFGKmffdodxeJCkltbXsTwt29+bkRU6ez9nfn9DumjBGdjzqlsff8krTNCPb348DflKQpSlpmpEkptmkrOMgXhOEqiaRIgRMagiNhGSgVW6L1RctJMIKggTldMfDNKkiCE9lS1QZCMF032NtbDPm87xpLzYa+TbSoNI0iwdrYuKDFPr005T5dJ/9yYQyz7HOxoWwKmM6L5jO9qlcTWiojLHyWyOkQQuBEL5LLNskdZlL61zkTQsh4i6FENBCNYGMYDDYYDDaIu2tgcoQTmBry3R/l8HuiNX0CNrEKqPRgZBKjmxtgA9cunyVK1dvckofZTDQSCViAP4BzEy9dcw2VWApSROJlr6pEOkYgIlIs4yvp0DE+aO8KNjd3WNnZxdjEpI0w3nJ3mRBXuQs8jnT/Qkh+FihcXXn7FrFuJaeqrVhtljQ6/Xo9TKSSUqWRTznZUmWDQ/RMaWUXfdUNeqUbabnnY9zdgiUKLEuBmjKaFwAFOh3iFktVVTia7SMemnCYjpjtj+hXuR4H9UufYgzDjdu3KSsG7qDUjijqerYiXXWo5KE4ALpICPLeiwWC+o6KkptbW2zvr7BeDxmMtlrDvO2OhpwzfxUAKqixAeJMT2kiIppzoOw0ffEA0GQJFEqeTQc4Kzj5q1bLBZzzpw5zmxWsJjP8L0eH0Qy9ZZxS8AJQEh6RiDfBLcyTgQ3vjLpaNJCCBaLnMrqw7id7hO8o7Y1dVXSipQs++iW5tf+HpkBin5/QL8Xq6j92aDBqOowqxqpdN12/g/hNiCFwOOwdfS10jW4FQJlDF6Ge+O29pTzPHbOZVSc8nVN8LHDq5ZwKwj00pR8NmU62cfnC4KrqWqHdQJPj52dkv35gjpIvEhRiWJoYtJkXdn50KqqGI/HXSFgOp3GfStphjEl1jqcdSQmaSi9MSiXQRBspMVLJCIIRDO3cGeD3HeCIHE+Z2V1yJmzJ3jxxZcwiWB7+yjDYcZkMnkP0Xl3ey8w26rO0kzmR9zEintZVtRvglnbsDzggJrXFnIjEyAWmWK1v0eWZvR6fZIkYTDvHxr6Xx4r0Kofg8WGyuoadUwhBFqUWHuAWR8vQCzAvglmXR2op3HGSmoVv74KeOtJshSh7o1Zt8ixdUXtLT5IaqdZzEv2pjmr68c4evwhxqMxx44dZbGY881vXmaoTKQI1jX9fj8GlNWBuEC8dXG/WV3vE6QFodDS40SF9ClamChCEaICspIGH4hU6sbnKi+WEOJRGjY2Njhz5jSvvvo6g0GPI0e2WF1b4fr1a8D7m0y9XcwGIegpkNg3jQ+EaOf5DsSqYvG0oHaS6axgkRdMp/vM51N8sNRV2RQB3hyzSZIwGAxITEqapfR7g7i/dTaIOF3ys7FYQ7do+u6YDVgXO4vSKayL3TidKoIMlLZEVh444LS9U8z6RYGzJZWr8EisT6ht4ObenNHaaR569EnyxYzRaIu19SNcvHiBscziuh6ddHOTy02EJIE636OYa7J+SqISRBTmblgQHqjJF56qrEmkicrcQsY1G7UlCIVQsin4ymaXlmFra5OiOMM3v/lNPvGJT7CxsUYInpdeOg+f+4m7YutNk6llNbjl7lEs2cV6XxBRKSQkAqTg7NmTTFwP4V1c6kXcdeSdxyhBalRHS2svThv4F0XJZFayKD3Xb+wALm6kbvb9lDZur5dNR2Ce57gQl6ciJVIrtND0e/1mzxM4HEF4FKItmcTP4aO8qLWW4i4Dse0NU8LhvCcIiUxSkBqd7PDEEz3KyjPZX5DLOakSTYvTUlZRjW3QHzAcxoXDVV0xne4TD4m9WCXKEipbEYLH1zWT27fxZQ0yViiD97hgmc32yauc0FQwuxasdzgHwUikCo3jT7pr2x4MEBPEyuYopdHBdNurnYuDh1m2gpBDvEiRMkFpgbM5tlyQ788Yr23RnilSQlABjODo9iYewa1bNzGJZGNznSyLcy3Ovf+c6LePWSJmQ0p0oZHSIKRHSB9330iJV1EC1DrHoigpypq8sCSVw5ORV4HrN3cBR5Aq0oZkHBw3zaxEu0QyNAlBcLHKI+vomKSOv9JejwD42qLFgZKNCOCtw1tH7uyhg2CZhiixb8CsNDs8/mSPsn63MBvwdcX+7R18VROEb3BsQQmsLdnZvUXlKsDFiiUeQVzA6UNAETtHIcDKygo08yK3b+8wHI6aAz4GVc6DCzG4TGTcZyWkRgSJcAGbV1SmRJiMoDzSAh60jtTURl8DEPQHQ0ySIGQUyNjdG3Lq1DFmswJrl1X93j97W7g1gITTp0+8KW69aJf3RsnaLOsRd5npqNhVpx1uA5aAwAaPIzRV58bXNDOZxsS5pMpaKmux3iO1jnSh4BBaxJ0/rkY2gwet9K+tY1dLcHgmbflwfANulUHtGJ546iNUtf2huB0NDnA7229xGw7hFgK+rhvcVshQIHBI59AypXSOC5cuUVhLUAm90ZhBf5WtzaNcuXKZ8+efj50LKZhMJhw7dqybTy3LsisQShEpes6HqOipdBNIO5S1BC+xQpKkPYQGPBCaex6n4ONKj66DAMIHlIa19TFHjm7w8rkXMYlifX0dxPuP2/cCs2GpALDc0VRKs8gLgjT3xKzz8WcpFfdK+hBpR0EIauewRYGsquh7G5qayRIynUZZ+yabjUkd3Q7LMp90SW6L105VjDjEv4xZaQyPf+RJyh+C2WF/wHg8BqAsS/Znc0DA/g/DbI3yVbPKRKNUwiuvvUbS3+TsA09x8tRj2KpCKcX6+ga2rhBBYhLVdTyMMSwWC4COxiVIo7iHn+HqCkGCVTVVXZPIIZpBjOusQxmJEo1wRbDUlcV7QfCaJFHdTk6hQAvF6TMnyYsF3/v+t9HmGdbX17B2431C6oG9fcwKzpw5wSRk98asiJRcpZYT00izK6uK0pWUVnDz9qQZD1C4UONEVB79YZitrCUIwXAokU7hhUdqgfeWEJqEiWbm1NY466h8/rYwq2/v8MRHshgfTObkMryrmFXeQ3BRpMUopEp4/cJV5pXg+JmjBGUIMsGjQaT4IFHK4INb8oEHXeo4xgM238P2DM6t4OnhhcKGuNcKKtJUMp1X5PMFSW+IElEXIThHmRd4Z1A6IeslzV5Y0CZ2qM+cOcXNm9f50pf+lN/4jb/B8eNHCeHefvZd0QBuhBepihJnLWUZubpCSBqFe2gA0y5zXN5k3Hab6qpiNpt1HFDZDJzS7P2J+pwHcuptV6qVSm8z+NXVVYbDYaN5r+hnfVJ9uE3b8ktV065ura0otF2v4OtG6SZgAwShCFJjfWB9fYMnn/gIWSJwRY5WktCEjCEEqmoeO2FCAAlKrUSucQAheiRZSmUrfHDMp1N6vR6+ihQb5x3Ww/Ubu9y6uUtVWaqSLlFqAVaWFUJAkpjm4fFIJXDWAz6WM/FNFUU29yT+mw+26XTFfVfamGb/l0QZHQUIfFS8qqqCqtIkqWoWHLbzKIEjR7YQIjCbzdBaoTZWSVMTH/QPqb0Bs3XRJfXQONr2a8OBTHi7CbylhJRFSWXdGzAbQqOOeEdnqT3IljfQt/Mog0F0VKurqwz6Q/pJf0k5TXQ/XwjRzRu177X9t/j+Go6ziwtpI2YlzgfW3iPMBmsbzHqKyvOD519hOl1QVxbr4t40Gzx15JtgqwJUVDhrh/gHgwHz+bybXWhFDqKap2g40qELsJy1EOpIQfSOsigIxqCbgoNAL9HKliXZ479vbm5SliWXLl1GSsmxY0fZ3X3/K/xvx94Obltr/VyWZd1eoqqqcPV8aRhd41xAeNH9XQjXdVNHo1FXJW0PtHZ+qq32j0Yj1lZXGTW+t2UQLPP4BbHT0L7X5Xksgu18bR1ASI2nwe3au4vbLMvwVYX2efRvDiqvefm169zemdIbbDJeHbG6fpT11S2OHT3Jxz72DP/df/cdtAlkaexUee8ZDAbduRUFVA6v2rjTvI+7Dl2xwGQpOk1iySAQqX/CH7qnd7uXp06dYjab8cILL/DMMx/rqMIfRntbmBWRjraMG6DxtQWVF/fErDa6a+21FOV2RhUO1Hxbn5plGcPhkI2NDVbH40OCWO3en7jX58CHL48WaK3fEWbrekFo/RMJSr41zIqqiLOhwWPR3NqrePSxp1lZPYnJjtIbrJKsaJQIPPjg4/R6Y2azGSsrAyB0IxKH7xG4hgJMiMwiZ2uqMhbE66oCGsXWQ2JIMTC1tgQUTgmIpevOpBIYk/DIIw+zu7vLV77yFX7t136Fra3Ndxdo76K9PT97sCphedYuhEDwsTvZ0ua11pEN5CVBSTAHrKh7YXaZgbWM2fF4HFX/Gj+rZbzuWmn80s7VDwNmZWVxvqLGUgvB3gKOHh3x0CMnGQ5PMlxZZTAcgrc89NAjfPvbX2exyElS1Y1XtJ/l0H0KHlvX1GWJTAqQmkTGIm2MhaAqc2azfda2tpCCKFLUFAyDAy0lynt0iGIUB3GG4id+4mNMpzP+4A/+iC984Qtsbm7dEzNvWc1v+YN0mXz8uc3XxIpa9z3d19J9j2rodS1I2tc+qKo7qjKqycznM1rJUdckNEarSMtrHF2bWLRqJvFQrcjznOFwyHA4pN/vx7b0knJM274HDrT4OXify68FMaBItUZ5IuiQyKaSENun8e8t/UnISLExJqEso5Sk0nErtVKKxCSkvVUGoxFBQlVX3BBXUUoxn0yQCrwLlLVnup+zP5lTlR5rxdLweHz/dV0hZeSkhxCdgJQi7tVq2q0t1XJlvN7NhUEjhx4c1hVUVdk9rNbHCk2v16PMZ81c1xyTKhAZmU6aWQKiApaSnDhxlOl0xv7+PvuTKWvrqx9IMnVPzC5/DW/EbCAGMkGEbildUwMgcCDk0R7w7QMuZaCq/Rswa10cbDdaRUpng9mqqjoOc5ugGWM6VaWyLFksFqytrLEyXGUwGHSHf+vI43s43PVrA1whBA6HVgeYDUhqYqIn5NvDrBDx696I2ZLrxDmm2d4ED2gM0sFsPuf2rX3qKlIHbYiUCYdE6pQAzOZTXPCMR8NGbhTG43H82c2z114zrZskUclYT2moYs5ZhLDUlUNIDXWFqCqEMXjn8OJgX4xq1IXaOxp3WShOnTpOVRW89vpr9PsZm1vr7xYU35bdC7dwgN23i9v2Dy1tpE3E67qmqi2o5A24jUp4Fq0kpqU5aY1zjvm8nesMtNz+VgyolVGv65q6ob9FylvaPTOxM/tGn9BWGgP2ALcOglTUPkr9v11fey/clnUZaYVSMNubECqLVgkERVUItB4zWjnCyuoxjp9+kK3tk2TJgPFwzKCXsr19jFs7l0mSPq5JnkajEWVZNvMNZTcDdm9zlEXOdJ6zvrWJaIb6RTzFu2u8fEbG+0hTeFD0+30ee+wxvvGNb/CNb/wln/jEJ94O3N4Ve28we9Bpb/1di4+iKLCoe2LWaIVamoX23nfdl7b41c6ytX9vpanrsmRlZYV+v9/RWLsCmjycTLW/R+VAexAfvB3MCgk0fj/QqKuKt4RZEeJuNe8C1imsg7ywjELKYLSBTofRh9Ylziu0HjDdn9DLPNqI7vPfadbWcQ/ocBhvlxSxgl9XuFCxUddIr0BrCJFlIIIneEdwkiCJjBrrYqLQ3HMboupg1kt55pmP8vt/8Id86c/+jM/+4i8CyTuB4Nu29wKzgoO48W40wrqqm112cUY6YPG+wLoyLh0X98ZsGyu0CtbtPFXra0ajEePhMH5/ksbOahAIcziZan//oDArgwSvCHgqF4sjRZkzXh8wXNlAaINQmlQJ0l6fJO0xX+yCSDHm4Kw5fDOjWuBiPqO3WJANVtEijhR5KdBSkSYGZytu377GkRNHGWQa4UKzCkYSvECio3x7kDh3cO/alTY/8zOf5Itf/CJ/8Rdf5pd+6Rfvia23rObXOvcuoBNRNYkQBxOt9YxHK/QHA/ZnOgY9IXZGYpcqgq0NDieTyaEkKP6K/HnvPXt7k9jGD466LtFGdc5yeYi5BSHAZDIhyzIGgwHD4ZBer0e/32c8GiO96joDSZJ070drjecAbMvBsnMO621soTZLgV0QbBw7xpmHH2E2X/Dcc88zyDSJimmW9Q7n43wH7rAUe1tVjGptPWxwFDZyn11dgXe4skI6i3ee2ir2JwtqC96Ljvca56Vc11LO85xWrcw5izG6WeQYhTuEEGxubnD6zKPkecH5V88Rmt1AQgoQvlmsGpchGqnxThL3vAjm8xn+9k2Uls1uGjqti7hTKGr+t1UVAGdDV9X+IGy56ylErK7J5ve7YXZvJu743pYWKmKg07zeZDJhMpk0SXuBEIoge4TgmUwmsfWOo64LtNFdMqW1pigOqlvGRAny5c5UO3MxGAzYHe2xubpJlmUIITr6kGp4yXJpILPFVttVrWwJ4Y2YPftwYDbP+cFzz9NPNan2iB+C2fZnOucwSXYIs7auEA1mfV4gg8QFQ1HBbFoh0ARvI7lPGHqjMWcfOoYxCX/6J38Ud2UohXOWxWLRBd5t8F4UZaN65FEmyh5LpVEyrlVITAx49id7+CAYra2j+xkEh/MOFQ66f213MfocyHoG6yP+j584xmw+5atf+yrPPvsMcOb9hOohW8Zt+/c7fW1dO8bjNQbDIbv74Y7vXcbtQSKVpmnXmfLeU1uHTqIP2d/fx7rqkK/V8oC33z7HzjkWi0XXGWxxPJ/PKYqCxWLBYj5nPp0yHA4PzbV6H4VGjM6Aw/vxWppf7eolXytxQUbcPhLelq8FmnMh+sw7fa2tS4T32LIi8RXBCyprKOqEc69cYzw+ypkHHmfr2CmS3ohU9zBJD6EctfXsT+aMR7FrXBRFJ6zR4ksr3T3bsimg+RDwzuOcRbmK6f4O12/e5sTpU/SGw4YxEGlRkgPcts91DPwdiBpI0FowGo145pmP8Ud/9G/51re+Bb/5+fcJpYft3cRs9NEHvqf1B23yHuSbYTYOkS9jdnmHz/KZ3yqqzefzKJzViAq1frZluyilSUzvUHLbCgW8m5htO2sCceBrvaP0NbWrG1/rcVWFdo7goHIS9JBXL+4i1ApbogcqpXCQKkOSGVZWt+j3x9y+dZ3ZrGAw1N31aX9uu2/OGI2rLfPZjNpa1tY3GG2MKPcK8kWBrSsSleJsRb6Ys9rPEM2+JEJU8xOyoWI1cUek+4UmebUMR0N+6Zd+kS9+8Yt8/Rtf5z/71R9/zAopmvt/8Lot1qqqoqpjEXUymbBYLAihxvkChCNp5oHuhtllSf4Ws/P5nNlsxnQ6ZXd3l9FoRK85N/tZDyUlRmlU2v9QYdZYcNZRBgi6z5Ubc/K6z0qtQCVUgJEKlSasrm8CmvmiRIjAcJh1sfOyPwwhUFQFlQuYvV3WN4/FFdwi3r8sS+glCbt7E1585TzT/dMcOXaUvKyZFzl4iRIaJSMdPHjfdH8CiTHdmoUkSfiVX/kVfvd3f4+LF88DT98VUz+yNDoCRNt5CPFr8qJgPp8z2SuWvujwN8WlXrqjRLSUvW7PTJ5jbcxCR+MReT6n108JIVZBgK6y0goxLKt9OOfY39/vulPxcDMMs2HnKFvVtBakOjFdVeGgkh3/3eLj8jMvwQsmswWD/hDnA2nWZ3Njm0QHEmlRsklOGoqRLXWT3CQoFTeHdw+HEJheisoMDs/rr7/GbDJBBE+qQEvDK+evcuHCVYKLvcd2ILy9J60DyMs4dxUfxkAILTUigiEuLd3mwQeeJE1T5rOSq9cu4Z3oZq1CCA1nnLisbYmaWQUXFVqKgqp2pBaEBiE8QsY2vm2qfCHQBG0K98GMn3TX586WsFj6/zdgduKiYxRxuHwZuoGDVnmrhhYdXhEDAB2rOVprBsMRi8WMXi+JVIHmnrXfs7zrrE3qW2VLIQSLxSI6Cg+JjP+eNnuVlosBSZYewuxyIeDNMdtjfWOLVAWMtGgV7o1ZHQda29dVcE/MDrTB17A/rfjTP/s6ee5QKkMpTzYYMVzdYGP9KA+ceYjtrU1u3rjJCy9+j7KqSKRmsVh0VDKt9aHF3O1nby1SFuKi7qqsWMymKJPGGciqwjgLSypHy6qh7fe7ZieWEIKVlREf/ehHKMuCr3zlK/w3/8kHm0zdidtlX9ve56IomE6n7O/7N8Xt8useUCYlzpZxyJzY6R+vDJnNpmS9hBA8snmdFvPta7QHTPs+2+ppux+sYyCo2D0BuqSq1+uRJoPDNJimICaEeNd8bXw9GkoiGCnvidtMBcCwKDTf+/7rrKweY+vYg2wdOUF/vIETBqkylMmQquYzv/h5/qd/8jr7+zOObK6Q5/mhc6OqqrjYt61Sy3h9gvAHRUXh2du7RVkuCD4GHQpJFLqRBHlYfbW1A9zGe9LrpRw/vsWnPvUpfvd3fxf44ALTdw2zd+lStR1V55pVCPfALP5AiXR5l2L797bT3QZiLTtAKYVpilrLsYSUkl4vo98bHcIr8K5jNk0TfAgYbWKsICQ6S1CZoahLrly+xHQyQRJIRTxbK6v5/vMXUGrEsZOPsLZ+HKEzrJBYIdBSsHX0CD/zqZ9j5/Y18nwXsag6CtnhDqBHAd7VFPmCyloG5YDUGIK1VHlBVRak6RDvauazKePVFVRiqHyBdx4pA64WTZ212YeoJOh2kbXDe8fm5jqf/ewv8MUv/j7/IWAWDiDb+sP2NWKnXjQzVYrV1VWKco7zcZ41zupxV8y2FL+WTdCeZ/P5/FBhIGlw2/63NE3pjT5kmMVgradyktev7FCUigce+ghHTzyMTgbUPhCUIgjF2Qcf4pe/8Cv86//ln1EWU4wRhyi43fnRxMTBOSY7O8wnE9LeAC/AIVDSMBxkDAYp+/u3uXzpNR546CESnZJTIL1HOIevaxwCL22c1xQSoU3HGHLOsro65pd/+Zf41//69/hv/8E7SKbeAjKbRWSO4XDIoIrZXZvBhyXvqJTuqpZtENkCKG6YD40iimMwGFBVJUUxi3M6S+hdHkZrD5dWc799ENq5LKMTfBUDql6v131vJ4BRxfe3TOVq91RZASKA9hIVFImOc0WBqGIjpcLZEqscUrTBn0eKgDYCpEOZCD7ncgSKgMKIATaPtJjK1QzSHmLg4uAolrp2vPjiOYqihmCaoPxgd1ZUlpGoJjmN1KiSNE0a+pPoDl7nbBysDwnrq8d48omPcevWTqyOICJX/45b2nZyjNZUrqaqSvI8pywqev0+SoCMO4oxBrzXeBOYzwusXZAkaaPE9P6LULwluxOztY0t8jva9BCd5vLC0oMZpoBWJnJvGzz1+33KMicviii3eZfdX8sVo7bKcmfQoJVmnsy7ZKDtYLU/Z1mJCQ5mKaSU1PgovnAXzIYASmqcL2MVR4Z7YjYxEudbzMo3xayRirysmEzmTPbm9AdreARZf8TqkeNsnniA9ZVt1le22NpY5b/4L/93/MN/+F9z7ep1zp461amhAV2RpOV513W7o2pJrajpvBR5Tlnm9HWcubS27hQIlx3vcgVSiHiwx2snCEEyGvX5xCeeYTLZe2/w9i5ZrCQbysoyGg4ZWndP3N5py9x77z1KHIiW9Hqr5Hms0kslSFq5Ww7Tu5cT0+VEtaWeCEA1iZtzjvF43HWr69oSfCy0tfhvvw7AikhReae+Vqn4Xms7jzNdon9P3EoceW7Zn9YsisCpsw+xvn2KrD9GqgxUglQpQmkm+zM+8cmf5Ut/8kWm+zdZLBZdt69lStR1jUAczNxIhbMuKkuFiG3rKvZ2b9EbrkS1r6ogoBDSIJXpfPyduJVSxDnIpjAT70GfBx44zec+90vvPtjeJXsnmG0T8bZqL94Es3f62tba+wIHc1PLFKrgPXppTqrf73cFrKqqUbLs/C7E5+jdxmwUlhK4UCOCQYYsiupUFYWt6Kc9GDjqqkIGQVHWzBeWshScPPMIG0fOkPVXcDppupzgiCImx44dpdfLqOsoktAuj72TOSJEwNZVpECJJiYjMJnsUZaOIl8wGnlAMZvuk+cLxukY2wh5xSOxPdsUSmpUUKjux7QrNwKnTh3n85//DxOz7Vnentch0CXwWZbhXEk+q9A6ikbczZYxu7xjUghxKMZNjEE3vifRBq0U1rqOLv+hwaxX+NpivaSsBBubJ9nYOoGQGTYIhNZRDwGBkpozZx9kY2OL3R2H95HauOwHWvMERHDk8zmzyYTVjS0KWxNSjaBPYhK2tzdJE8XNG1eZ7O2yvnkcXNQCUERxK+ECCIlUGi8hxzEc9mmX1xdFzerqGp/97I9I8wshgIiLu2j+3P1b879YvmwkXIOgyHOqWkVObUNdaKSK4gK/ILvB5HaxY3vYKiWxtqKqCmbzGZcvXyLLYlDezq0sB42xum+a4DReHO99d8Gdd03C5oBAni+iNLN3XdtTCIHsHPXBAdbuACm9bQJTUEFS+4A1mkfUU1R1xZWrV0l1QIua4EsCPqoFETmbIRxUOURzLROTMk7XCQjqYLHBYZ1FScFiPsfXNTu3J8zmBUpFCcnlhFRKSfCS0FBx+r1eN2+jlUCpWAlpq/lVZbl+4wZHbtxkdXWdI0dP8MCDj3LulefxlAgRl1K2ret4m+P9lsYgQo23FWW+oMgX1FUfj8SIKLJgm90TQkqSxJDnZbOhPuVemvzvlb0Bs8v/Jprk426YLWPVU4WGwyha7nTTEdIpSVIzHA4ZjUbs7e1FCpyOe9OKYtFRT7Isic6pKQyoOzALNIFoPPKkjPcrcrPbDlikqsWgsGY+n1HVFUkZHZ9Yqp7G+yxiEcJ5Cl/fE7NldRiz+BJ/L8w2QUcIgcQkjJLDmPUhPlfFYkFdlOQzyyuvXCXJVkjSVbL+kPHqKlsnT7N+9BRa9eglA2aLmmIR2No6xtXLr1AWUWWynS3z2sR5AOvJehm1rRDN80NTHFFSEVzNYj7B25LgK4IrwdX4uqAuCqTQ4OM8ijI6yqY3+O5cGs3qBg/D4ZBPf/rn3j+wLmNzCbd3HtXLvlYQcRN8VI8rijoeCjritiULxDqW6DqwcJBMGRMXcNd1yWIxj8FStSBJYjAZfKCqbZQ01yqK0nTzes0M5lJQ64OP3H8p46b7ZndU65O8c0gl0WqOMZHmJ5qvb7HmnKf0rilcvTNf29LqYiHNME437onbspxRV4pbty2D4Qbj8RZZtkqWDamljNe7keSXSnP71j7GpNi6pixqsjTBWYtMYhAL8Vk2zT5BiMGQkg4pQWvJpauvU+T7DIYD6mKOqwqEiMs4g4gqXXhLMAmqqSa316ulB7fB1nyeMxr1eeyxR98HlB62t4zZIHHe430M5Ivy3phtn8322i1ToESL2WZlSlkuSDPTLOcOeEeDswNZfh9iEqt1Kxp0MPPXCjJZa5tZVtdhej6fI4hKt2VexbOAKL0faWCtr32XMNsUOIQQpEnGQK80KyA8dYgy3ARPvljE1SlWM5l4eoNVRqNNEjMkMX0qKXA0C02BgGBvb4J1caTC2xJb181MaVwqHa99pMA773G1RZsEIWIhdrq/h8eQL+bUtiCQUCxmTCe7rKyMUUFga0cQNq6O8VHFExUTNBlk4x8ESkU2QfCB06dOvz9AXcble4DZNp5orZ0j1VojlcS6irIsmU4n7O9PUDrO4TlXR4pgEx8orbu9TvHFI+ZiMhPP95bR4lxkC1k3iLvHbKTK54sFiTYk5YcLs660lFUgLxXWKba2jmJUH6MynFTQ7JD0Pu6g7GUD0qQHAcqiJDGGNInJYjzaZFwZIUPTKQzkxYx8MaWUgUQNYldRCAaDHhsb61y5foubN6+zuXkMnMfaOm4gDAGJiEIcPrYc53VJr5d2BfTgPc7DqVMn74mtN0+mILYhOWgJd6CTtvkqiQyq21NjrWU22yWQgx+CNISQg4wHbhCRBra1tUVRFN1gWUsDmS928MGjlEdridbxYGoP8zurAgeteTBakiQpSRJ3LSmtWV9bY2N9g43VNVZXVzv1qfb7tNYonTSHsEGrBCE0otlXUxOQeIyIrdFFWWBVbItvbqzy6V/4NFpYjHDYuoxJH4BQKEwUChAShEQnCUob+v0MM+rFyqyU+ObGXr96ndlsxnwS+OqXv07pL1K4OaWrsT4mhXGPkGwcISgBNgTqqiIEi61rjOojkozEpARid2ie17xy4dukQ8H21mmefPoZbk5usTu9iEpqMBohdadWVwWPVwqd9jC+hmpBPdtl3wgSA2l/AIMhUgukERilwEtqYTFGIUWgrgve92SKu2MWQWzjAnfDbFXmSGERwQHN/q3mcJdKUtsoHLGyssJ4ZQSXAgiHtY6iqPChQCpHkkS8ps2SxrtVsg7mpBRaCZI0JgdlGVUc0yRh0B+yurbG9pFt1tfXGAzi8twWu4lJG+qAQQqNlFF7OHiBlyBFeJcx28MM+wgp0DIO49q64urVK0wme0z2puzcLri4ozi1voVzQza2TjEar7KyMaQ/7iEamWxczsVzz1NXjpXhGFfO6Q3HCO9QIqUsqvgMyoD1juF4FLusPqBFQmaGYDWhnEK1gwj7SDxaCCgEVZ2jfSDTJs5PBYsQKTJJG058gLopnmiJtU3YISTD4eGF4++XvVXcitDsqXGR+pEvpkhRRwq0UM2QdItbQQgHGIz7zOKvQb/H7nSK8zlKB7SO1F5jkqZjFOWol5UkW0sTTdZLMNo0C3xL6tpiEkMv6zEej9k+coT11VVWV1dIE01iDIlWJP1R0x01aJ0Q1f1iEuKQ7ztu9/duspiDfXkfbU6ik2203kCIBEXVSLc4rAOTGW7t7FCVFcN+H1/t4KsEkSaEWjat+hgUxFnH0CyZDWhtUcajk5pbN87TMwWJmEM1oZ6miMpS5gXZaIhMNUKmQI2zrV9OkFqi03i+GSOZTucURcVsltPvv/9qfm8Vs/iYoDvrqGvLYja5J2aFFFF8tnm9Zeqd1pq6mBNCiUkESsefl5i06wYsC620hdGYVCuyLO1293jvGiVcQa+XMRr32NjeYHNtg7XVdXpZhlaaLEkxWYKUGqUMRqfxM4WIWSvef8xOpxNmU8dr5yeM2EKqNaQc412KCjWpImJGSAiW3Z0ZvgqEoia3e+D6hH4WpeHTOI+yyPMo2AOUdYWwFbduXWd9Y0xVzxEipSr3cfWEIDRVvsul8znHt46zmq2ym+/gigorHSHL0EmG9xJXe6qpI00TRqM+JZLK19RlTRUq4P3F7fuB2WWBNIC6zqnqgkAVi1NKxedZZigNuhHMESLiSohYZEqTOPt+gNlYnFrG7JEj22ysbbD+IcfsbLpLVUguX8rRk4Reso1yfbQ3GGgKxwYhYrI2mxbMJ/O4jL0qmfsaIz2JbthSlcB7gXdQ2QIXAjv7l+Byydr6BkOzxr73TGdTBqM+x0+c5LXXL3Pt4kWefuJpEi2pakeeL+jJAVIZWik6KSV1VbFz8zZra+toISltpF2KOylcS/a2aH4Hh+pS5hxi9SOEGHTu7+9TFmX7z2+gj7Wv01bplxecqSY77cQfGsWS5Rbnsi3TTJQSBK8QQiGbwFTKCqMTjE5IlO4SNmBpqNeijYtgwyJEiaBNphQ1vkumJFA5hzMKRKSt3L51i0HPoEKFd1XcDYJogKebinoE3/bRo6xvrCOVpAg+Dub7+PAalXDi+Elu3LjJ7o0rnDt3jrJsB/BDd02cDTjrm2VvFutqQnB4b3Guoqpc7Ag1e3/iQGisVO3v7/LySy+wmFtOnDzNke1j3Nq5hFSNJHqj7tfy0iUBIWLw76XBuUCRV0z3Z0iVkqXgQhQHkCpW/K2NktU2hG6B4gdpbxWz83lJsBbMYVpqawfiBfLQMr35fBE3wy9RR6uqOkQxW7bl+UCCJ+hYlULFqoytHYQKrSoWiwXT6RStFYhAlsXZgNg5FQ091sWAmSg2cWcy9e5iNtIAPPEaSqk5fvwkiclYzB2vvf4KJu3Ty1YZjY+ztn6c4WiESsCLpo0uI41gsr9LbQusq6jy/aYD2OzikhohfXcfIuUioWxmA713aC0py5zpdIK1NeCp6xKpS1SQlEVOms8hzQi+2e/l2/cguzvsnMWH+HpKSUajt77p/r20d8vXLtuy6ENbLGh9cHvwt7h1TqGUu2syRfBEqfrYhfGeRhAHpFDkecl8NifRsdvosgSfOkKS4EURD2IsggqBat69PJRMvV+4LfOC53/wEj6M0Tol6/VRWuKCJ+DjzIeMZBwpBbPZhKKcU+czbDmlthVZL0M0XPu2AiNFXJAdvKOVWSYIFouiU+tql3omZYEnQbmATDW6oRVK6Qm4Zo7DxWXr3jZnl8E531Hb8zwH7i3b+37YvTCLiN052QzQ24a+9FYw29qyUBXQ0fBbtkobI9yZTHVzfa7FccsC8DgXg+qyLNG5YD7PSfUMow3BexKTxL1DUkR6XFmTU0KzH48gcfL9x2xRWvb2rlKUjo31MUmWxQWqzfWMaw3iAlKs59ata+zt3SZL4p6fxcKRZscpyhxl4v5EbQTeF9Q2xhTGGLwv2d29xWRvh9F4i7LIKYsck/UJOHZ3b3H9xhUeOPswyECeFyijMCJ2cpWgmb92LBY53lvW1lZwzjcL2mvgg1FPbe29wuwhGXUOxgBaf9st0PUiKufJ6Ae7c7yND0LsSv0wzCYfcsw665ns7XHz1h6rKw+RZj1MmkRlRPwhzDpXs7Nzg/liQu1KEDXOBT760U9wa2eH3ckUpWX0jyHeFedsI1hVUZWR0u3qOdokJJliOOzT66VcvnKJ27duMlrbYLKYYZ2nF4OPqEisFNZHttz+/pS6thw7to1zult/AXcvuL5LcmvNYxwavvEbd+AesraKtCwBG6lwquOJ2qZtuTx0dudrdAISWtMqri1TAqKzjRUG2YBZN0smD5YBKpK0B01i410UcBBCQWiG+ZtkSglB7R2rR44gEITguXnrJrvCI1yObLoYQTTc9txG4MlY5b1+43o8VqVCDoYMBwPWVlYQBG7f2uHmjdss5gue++5L7OzsdNclJlFNglnHbkjLmy+rgqgOU+N9ybHjW2ysb3JrZ4LUTaAiYjBubcHu7g2ClyipWFtdJzUDpHQNb5aovuZpHmqJwKOlwitDVVaUecV0MkNgUDIl7WXUWmJ0DDb6vQQtJQsERXirR+UHYYcxmxVtv/5uXxkOJfjdPXEOa2vq6mAofLFYdBSTe2G2rbLG4gEN7TVSUFqaalU5RIjdAmtr5osZxmh6vTijkaV92op+XEgbMRu8wBKQ4j3AbH/EcDhgbWUMAW7dusXezg67u3vMFpbLl29z/PgT9PtbbB85RdYbIbUkiGYhppQIEcgXc/anO4zGGbfzksEw5bHHH0JKzeWr1xkMV5DSY31AiSj5b62Lyaa1SCXQRnHr5i12925h0gTnKmpbomwRlyrmc8qkh2qQLJQiVHH5IQ0vOgZojqoumc8r6rpiby+BT9y7lf/B29vztcu2PBMavI90mwbLrYDEnYHpsshJa1ViOuGflovf+tayrLsDv67imovUGHpZSpal9IdjEHGJsnch0ioaX+OEQBLeV9xWdc3581c5cWKb0comOkmQJi7GDDTD+SLK6vtgyXqGY8e3uPTaTVZWBjz55Ed44MGH+da3vwsi0hmdCwhpoJmXCLQyu4b9/X0W+YJeL2uSqZykygnCoEJAVQlBSZQ2eG/wgS6ZCi5Qlnm3eDWqNCYsFvmHIpl6M5NSQojd0TR760W2FndtvGAb8alW7GMZs21csex7DzpTUdQmz4uOKtkWx5IkLrqXQmMrS1lW9LOMNEno93qYNEXrhJgQy4jZRgmt5qBw9X5htqgsL774OqurD6DTKCMdFWOij4W2SwJCeJ7+6JPs3DjHuZe+zenTx/joR3+CX/+N3+B3/n//khdefIms14tULhd9YBTryLBWc+XKa1ib412UoM4XM7QxJEawc/s6Lz7/PbaPbBNUoKjKqJqcZuimiKuCw9dxgfDu7j55XnHs2FZTDP7gi61vZj8qZuFgNm9ZwCeE0DUHOhqrjuMtbTLV4iqEQJ0mmFL9B4HZgODVV6/h7Yjt7SFpNkBqE31tS0jsMCs4+8ApPvbMU3zzL/+M8aDHJz75U/zX//v/kr/667/mf/xH/zRSrV0FPmmKJXHnZ1kW5HlOuljgQo1ODIGKNMtIjGKyd5sbN66ytrWJUCImm1WNo0YnkuBqEHFf4fb2Nrdv3+bq1etsb2+TJElXCLubvWky1Q6/tsC6uzpatCRJmZV5EzMpvHOEhG5or83OBbLjk7YVtVa9K8synHcYkxwalm6Bt/znNglrHWdiUrQ2B/SAhjdflZbpdE7WUKTG4/EhhbC2UxCTNkVQoqFNaQSKytsIPDxKCrR3DIZDApEz2u/38XWOMT1ks9sJKUmFRvfi9hClNCaNVU8hJFmvhxqM0UlCP0sRAbJ0wObGEc6/8hrnz/9BVy3uZriaa99VOZFonbCyOubU6SPcuHmFra0xP/nsk+RFyV98+d9Fyl8S581qW1OVdexQTW9z/UaPEydOcGRrm0U5RSsJwYG3Mfxs5n3q0uGCbwAfqOqKMJsjgiI1GRKBxRLSBK0lSSLQPY1WA5JmFu79tB8Zs0p1/ygAljEbQreDazabAXSJVVXVUWij6Z60i6LjS9xliV84UN0zOokKj20FVQVU2hQCkE1iJjFGx9UARjWfMXTBGYhmriVBCk0IMZlS8p1jNsky0qyHkIqs10P0o9peP0uRQjLoDTi6tc3e3pTf+Zf/llu3c8Yrju2jG2iT4YgcfAjNXJIH6egPEv7u3/0NjNjlq39+nc9++mc4evQ4jz3+OP/X/9t/T1XPSZIsPo+keG8Jnm5GzRhFkmhu3brOdLbHWK9QlHO8FCA1Ssdg1tcj6lI2dKEDCkEQcYbKGIPS0CdhNluwu7vD66/fAt7/ZOo98bV3VEGXxU9itTEq3rUrDZbFDlrlqDsVlNo5JGNMM2/RzvJkRNcsKIoSwRQtZBQMyaKQiK3jYLRUOs63yFZdMPreOkTassZFmWtnGQwGkfZ9B24FvuVkkEmNWsJt2uuRpj0QIuJ2MD6M2/6AjbUt5rMZf/wnX2VvYkmyGdvHNF5I6mBBOuLeJxO7eNKjhOeZZ59i7/bL1MU1PvNzz9LLevztv/N32J3c5vvPvcBwNCbu4Iy7S+q6wphYVfbBsbezS1kW9LKI67ouKco51oN2FpEkqKx3EHhJEyWrXexwtV3wVtF2PB6ysjLk0qWr7yE6725vB7PGGOZlEcWREIcwy9KZTji8Y+sQeyXETqHBdDFE23kCDmF2uaMa4wFNmqRL4wKQZaabUakqx/7+HBkkWuomL4kLxWlmUkOQSKHROvpapTQKgZLvLWYFosHsJtP9OX/1nefZ3auQqsIHDUrHmRZhET6Aa2IaGVASjh3bwPmCre0VfvkLn0YIwTPPPsmxE5v8n/7P/xf296fYskSoAMTVEVI4iiKKexBqrK2pqoLpdELWz9A6UBT7XLt2gb29GwzGa4TgWSwqpM5IgsaHGqUcsmFTDIdD9vf3ef311zl58vgh/Lxf9n5hdrlJoKRENEwWsxQTRV9to1CV0igZGVE07IPEGIzWP5aYlUiGgwGz9W1m0zmvX7jOa699j62tMR6DSno4Quzci4D0AttgtnI5RTljZ+86ZbXPz3/6k5w6fYTVtQGf++XP8LVv/DteeeV1gnN4G9kaPjhclTNfRLG6JDP0emMEgqpcMBhkbG2ucPv2bV54/vscO30SY1Sz3ibH9zUmiMh6MfHa1XXN1tYW169f5+LFCz8Us2+5M3UYdHenQUUgNVXJsiTtNV8qxYGMuqDrHlVVpDK1fND2gF4ePr1TEnnZDobvY4Dp7EHl1TXv0RGoq3iIt5u/l4PaOEOVdq1LgUIIjVYJShn6WoK3pArwniAl/YYqKKVgOBwSrEb4kkRH+lCTqqFcwDrXcGHjwLPSBqk0NuQoU5HP5zjr8c5ha8sf//G/japm4eCAiNftoPJGAK1TRsMRJ04dpaomCOF49NEH2Z/uIqXib/7NX+N3fud/IRAHAaUCbx3OFlTlPru7VxmNEsbjjLSKTte7Cu/qJkALBA/WxnsWF7BF6p7A42xBPttHiID0GXVVoXUcEow8YtXQXj44e1uYDQFX15BBS9VZlkkFunm7VkDFNYowOk0PAtilKv6y2ERry1Up52LXM3TOMs48IeK7LcuozliWJVVVkSQGrev4s71DetXMFCZolWBMihQ6LuwL7w5m80VUZqyVwpJT1RWL2QyBpCxqqrLk1fOvcfXahNNnn+Do8QfoD1axRJnd4F3kkweJMgqtHK9dfJVv/fs/5qtf+jf80i98Eq0Dl6+8xv/m7/9H/Mf/yd/iH/2//yd6/QTrPM7FwX4h46FltEYpwWIxY29yG+9LhHRUdU5eVwyDIMsCQiYU1ZwgQ6yA1QYZmmSrcYhxn4zEWsH6+ipZpuLw/wds75avbbtO7aG+/Cv6EIW1dF2lZZwuJ1HLan6tqIqzUclJhDjELogDwUIKqtKilMVaz3yeIxCkSYKWCsoSIWsS0yNLU1SDW6U0QicQXIdbL6DX6zU+/TButRTNjrx48AnrO9w6a1m4GWnao64tdnGAW5BURU2RF1y/do3z569z4uTjnDn7UfrDFSyK2tf4UCE81N6hjEarwGsXXuIvv/oH/PXX/4jP/sInKMsZ0+kuG5sr/Of/xd/n//jf/LdU9QKtE6wtqeuKslqgdAZCMp3ucOPmTYKPFFZrYze1rouYTHmHSjOGYr3rFhqTIoQGEVcYxO+LyyT39/eZTCasra1w7Njme4LFt2pvBbOxwxwFSw5htuFOtbhsMbv82t57BJCmWUN9d133tLVlRsqdHSugEZ+IflbKllIVxT28C5SFxfY8RVHGGas0iRRiIfEetDIkWRqLvCpBSkU/zRD49xSz3gmc9RT5nP3JjHPnLrG5fZazZ55kvLqJR2Hb5bkhIGyceQzSc+HiS/yr3/kfufT6i3z6U89QlFP2J1OUCjz66AM8/fTj/MWXv4KQDkmAUEeBIxx1ZfHONUP/Hm9rFvN95vMMoRLSVDKb7XDzxhWOHj0a1ZYd2MJCKOPckVak2UGncGtriwsXLvCDH7zEAw+cfVcx+Hbt/cAsAZI07ZSrgUOYVVLH8aPOz7bvI9L+f1wxG4LEVnGGfzab89zzrzEcHeGBB55ktLKFUAZPFAVy1hKq+PxiYH/nOv/sn/9TXvjeN/jETz3JsePb3Lh5FSFi02Njc4ULF2WzXzUKMintqWtLXS8oSsF0FgU9erpPkZfcvFly9OgmFy5c5ObNK0x2bjHaOEKwjnJRkqg+IlQoFEEZpI5xl/eeI0e2uXnzBi+88DIPPvjAPfH0rm1V9T46t6IoqcqasigYev8G5lTwhztK7VzUgaKJ6tT4Wq391pbb921iccChdtglBwqRLqi1Ri452L29ve57YwVL0x8MaLs9UppmoFUjhcYJIo2uWID31N6xeeIE26fPYq3lpZde+v9z9+c/lmZ5eh/2Ocu73TUiMiIj18qsrauqt5menpnuHs6QI9LmNhzSEC0K4NgGCRA0IcowCNiQYNmG/wL7R1kSJNkQCAGSAQukCQzNoahZepneu2tfsyr32OOu73I2/3De98bNrMzsmpqq6pEPcFGVmZEZN+597vd8l+f7PLhmifQ1wUdeuwvx05YGgTE2JuYqIcsLQoAkz3BZH2Mdztg4ShWSm+/f5N333gZi4O/Gw+tHSknWyxj0N7h+/WmuXb/MN7/1r/j6N36VJPVImVBXDX/zb/4Wr772Gq+88ga9/igWRDZEXxO7ZDJpuHWnYTgckGSa4BqcabA27vtY4/EiRoygYoKPAK0kiQ4E17CcT3DekIoN6rX3pqMAxffms1fs+ahnHbN1YyiriqIfQIYHYmvXCe4u8KIoGLSu4wHI0rQNMGLlJdWd7u+sNwigDZ7e4WxUOFr9Xoi4zfOMIlMrestyuaRpqjMqi0haqk9CkuRkabHqPqEjT/1Pi1mpU9IsByFI0gyTZhjnCdajhMQZR9M47t+7z9NPv8DW9nU2t3bRaYELkhAsLjgIIFxA6thB6vdzlsspv/hLX+Lc9gjpDZ5oIv1bv/XX+Na3v8Ph4TEgWsnWgLNx/I6In4HZfEZVLeKukwQfDNPZFKSO234yo6yXeCnwStNPEoILJGmBlxLXNO0ERoIIJImi3x/yy7/8i58+8P6U5yPHWtYmUQ911ISIianWZ15cDzvMP7jPetbY8g6Cli3XXz7QkU3TlNGoT55nWOdYzOO+wXKxQEuJFYEsy0iTnDQtyNKCNM3jdFeniDXcNs6xc+Uyu9eefgC3wtcEZ9a4/JKkndZ2uE3SDIQky3OaJH0At955ymXDzQ9uceny85zffY4sGxJIkFrhce2+EwQXkDpOhLbPbZLlit/4C7/GzvkhmprFApwznN89z1d+6Yu8/PJrGFtHynhocL7CtzSb/YO7TKYTYp/CY6yhqpagEqQy+HJJ0DlbPsab+XyGTgwBhUoyklQj1Jlcep7nNE3NjRsfYG0Df/6rnx7o/pQneuhE5Txn3WMx2yWo6xL8HbaUUuRr8bOLrd3pvq5bFeiEAIRod9h8/GbrTYJO5GLQH5EX0ZC+LCu8s1TlEinBuoDWCVpnFHmfouiTZwVSJog0RQj/qWPWWY9pHLdu3qboXeHqtZfo9c4R0CA1koAXAekh2JamLzyXLu/y1LVLXL9ScGF3iJAN/UFGY2pEJUA4Ll/Z5dbt24gAiVZ4B6YxSJG0C/dxZ9C3Ru2L+ZQ071HkmpOTA959+3Ve+tznSYLAlQavPKiAsL5Vq9Mrhs1kMuGFF67z9tvv8d3vfo+/95f/7Mqj/2kwCx0zRZBnsRnZ5QcPDAiIyqxx5zROUDv6fmhVW+F/fJjVMipOe+d479330dlVXnjxKwxGO0iZR8zK+PMrofE2/pzeWYajAc89d51zY8vnnr2IMXFXujENrYUqVy5f4o35u+AtzjZt+u4I1NSN5+SkJu6SnwMJNz+4ze6FywwHPY6Ppxzs3ePCxasI62Mxl7mopug9tqpwPtoodX64Fy7sYkzD9773ff7+X/mLj8TLzyymHu5Kdqdbhj4Dnsdax9HRIdNKUNV1u+TcVtviDDwQeZgQnYpdmxwkWRopca3x4rpgBPDAYmn3nFa7UyqLVKc1zn/wUUAhTWNSmhcFW5ub9Pp9Ep2Q5xlpmtEfDFvlqiRSTlqan1IJqJiYqkjyJ0iBa4N0nmX88ld/GWeWaKKcbTcSlVKRtntYSifkRY+sKEjSjN5gQKOTOABpPzo//MGP+cM/+EOUlFii1HuUdF+94pHOmGec377I1SvXuX79Oru7W/T6/xNcmIIoEaJhNltQ9HL+0T/6h/xH/8f/C3VtkSohaXeoAlFkYjo9xNg5vX5BnkqcMzhrCDKa0HYTC4FA6PhhkkLgvYnSvc4hlCD14/b5RmCeTiatWZ3h51FM/ckwazk6OmRWx+Q0tCP7LnGP/x4rYQmlVFRD6/dXVJMsz8gQq1285AF6YwyoHWajZH27kyISlMpQUsbsNoSVpLRWAqVD+xnoMRoP6Pd7ZHlGojVZ2qPfH5CmeXwkedvhT9BZihQB6U3beRL4VCPkozEb2kXhM8yGiNlenywvSLOc3qBPk0TKU5xGwGwy5//+H/8XFL0+u5ev0evtRmqAiGIOQiRoCdJLFHGxMwTH7vlz/Mqv/CKmvIemplnOUEpS1Uvyos9T1y4zm0+ZTBZI4XHO0piaNEsxxlDXJU1jsM6QpxrrDDhBkmqkiKISVb2ExZShlIgkRZRLrJfkBWQhxClVCDRSkGYaZw1NLVsq5WevjAafQqwNcaL8wESq+zeFYDCIBrrj8ZhOKrrrIjxcfJ1NrgSJykiSHNUyA2JSq+j8SGz769FwRJom0Yk+y8jSBJVqev0B/d6AohiscJskKVl/gJKgfGu6DIQ0eSRufScrrCJFMAlhFWuLFrdJntPr9WjSJEqbB8DHpez/5D/+L+n3h1y5+jTD0UWkHCCVIkhJoiMzQSYKadOIW9/Q6+W8+MJzSH+CDPPWu9BR10vSrMf589tsbo3Z3z9CSI+QHtk+nG9YLKZIGbtSUWwmNhJRS6R2NMZTGcHO7lOc2znP0eEJTbNAq5QsxDiC8Kv9Ce88w2GfnZ0N7ty+/4nj8aOcj4pZ3xaIR4dHzBpJVTdrmGUtP4hfu47Zs/0STZb3yPJ8Rddf952JVhNnz2d9UqWkJkvzVQ7xAHsgxHtaCsVwOCTLEvJM0+/lpInGIyl6PQb9EcPBmCzvkeqI2Xw4RCnxKWI2+kA66/in/9V/S5pmPHXtOYajbXQyIIh2R0wRpwge0LKdsHu0krz04vO4ep9E1ijtmEwmLMs5Hk/Ry7j21BUaUzGbzFkuK0zTitHolLg3HYXBYnfBY5oa6zwEh1aC+3dvs3f3NhvDbe7dOUKKNNLOkgRTWxpXsrGxQWhtQl5++U2ef/4pfg4sv7P3nE8Ysw/F2dX3kJL+IDbRR6NRFI5Y90oSXY4Xp01aRVVeINKpdfI/KszG/ICYJ5rA7/8P3+L1197m6eeeYWPzMlm2gfOxKRQkJCrSE4MG5y1SCLIk5fnPPYN7qk+qDXW1BOEpywrrPGmasLOzQ9N4brz3Hs7VNMYitSZgoj2Hq9GzAq00O+e3aeqKmx/cQKqMpql547VX+dKXfolMa05O5qQyQyuBFFDbGtXvreicUkpeeeU1XnjhWWaz+WNx9ZEmU+t0ke4o3/lqtPQmL8gSzXKxxNcpWIuTc7zKkUGghcYIixFRIcWJ2KWcL2eoXJKToXIYjkYoqUmSrE1iz8DuWq+EM88e2qQt7rvEC6xVTAtm5QVQG8vxNGA5Yl5akuQ07rcUMbj2ezExjjtayar7nxcFaRLd0VW7NK3SjOBAETuy1J4URSKgqeM2uFAKJFSAUJokzdD9AfloRJpn0ezM2thxD4Gy8fzL3/tDykUK9jzSLpB+QqJjYq91nySJwN0Yb3DtqWtcvrTD9laf5XyPVFRY22CdwUhwVuIaz7nNbb7wwou8/PKriBCw7T4FIVImrDEs5iBQ9HXAVXOaLCEv+kgVzcwIEHyKskUr55kghMRicFTgIadiPN4keCjLhq0ki0G57RD+PM4jMRvSleJWIPbbtBIs50u8yQhNjV3HLC1miYueWgWcDfSKAVlaIIVmPNzg/M4FnPcMBrepqqi+uG5s2nnExElqLJ+FUAglQTp8R7JTEhFC7BoFCF5yOltS28DxZIZak/MfDocUeUFeFGRpSpblpFlGr9dj3OuRtbtYxjqcAJnnXEJEI0dj0EGQCEHd1PFOUJIgNQYBUsWEMs8oxkPSohcXUMOZHKz38NYHB5Be4uLl58n659GqIBGKhPZnkB6rPI7QGuQtSZhx+62fktZ30e4U5ypQClNXuFBzcrok0bB7fpO6nGOaPQSBJIGo/lagtOHe/dvY4HAhY7E0JEajdYa0CoSlaY7wZkovaXA0qBBIZI+Uir5OODw9pNaawXCA9D1M06C0RKcZP69iCs5wu35ESFp6x58s1jbCgFZ4KwhKghRtsupJ05RLT13DWsfNm7eZz+dtvPVtR/ascdXF2M6HT2qJVIEgPF54VBpNxGmFRnyA2WKB854kTdr9wIS0/f+i1yNJUvq9mBjn7WNjMKSfRaf74EMUpChyLiNwAZwxaAQJgtrEbmRQFi80VZBnsbbXJx+NSPIML8AEsETqIUpwb29BSK9x/fKX0IMcKyW5hExE3xHvLZ5A4z0uNBG3Ysad939Mz98n2AnO1VgULlisbyinJdVyzqULO3jbsHf/GOkCmdIIL7DGI9Bxui8yglUIJbBlRSokXlb4xnB4sM/7WcLzV3+LPdMwm1ZYp8n6AWEMCzNt76VI2Tnar5lNp1y/fv2zB2t7HolZH73M4hdEaGSJYjad0dQFNOBEjZcixmF6GCxNaJCiFdPBRcliqUnSnF5vwNbOBRpjGI0+aDF7thcYMXvWTI3KvjFJTdIUqVW7LC9WeydhNUmwzMs5jWvI8xzdMmSSlr2SJJosP6ZX9Ch6PbI0I8sztjc2GOS9TxyzDo8lslZCUCwqi5HbXL7+OQb5RaTPESFDKoXUguAM0nucEDhpkSxRYcr+nddIwz5BnhKCpTZtUwvP8fE+y8UpwRt2tzeZz5YEQCftdEQE0izu4QZcFK0pa5qqiRYS5ZI8NFTzCe+8+zbf+PpFmmpGoiSNcGTSoJLo19TMJMY4kiRhq1fwoz/+Yz7/+Rc+Y6SenU8Us9SgYox1JhrJdhP7LMvYuXCVxhiGw5t4P1lNsLrJ12oftVP06+KuVivM0jY8I2ajWLkUf3Yw6x7CrA+SxgpuHzieefF/ysboGsFpjAWhQcqAxCJd3N+13hHZZBWnx7dJwimZmOPqJb6l+QsJ0+kppi6xxjAaKrbPb3H/vm19N2VskiLBCcr5kmBAIejpnNPJKd4tyKjZu/cud+69zXizx/7BPgjJYj5FhB4qEdTLBdgB3imCh4vbG3znm7/Hr/zqVx6LqY9cTAGrDhHEql2IB3dDIHZQaCzCOJSPqmLBRuEJ3X699VHy0XvPfDZD4NE6LlLfuXNn5RvROZR35+GFwfVlv4cT5/UJFsQJmJDxg91NDzqBi2WvXBVT3bRBKUVaLimyHr28INEa7wIYj8zjMrH1jqPpPnki0MIRgsMD3gs8EUwgGAqFTTMaKRl2ggISnBc4L/jxj9/grbfuYF38MMmkhxQepTLQgizdIc+3GI6GnN/e4NqVXfq9BGtmWFtHZ2olCUFhcEghOT2dsFgsuXTpIqcnE+7du99KrNtWSiJOIpyNnFblj/AuIJSMppYyiSAWatUFVd4gVYJwEusNLhgqu0RmQ8aDMePRiPFQrDjFafIgbeizPI/CbPAQmR5hFZSUVJjGEGrzWMwKKbBa4lyUjtdakuUpUgrKasmbb73VUqTOvE3OFlBBiA9PBeJn50wdsKOxrHegpJcrsYBu4trRU5vGPIDZPM/J2mKqKvr0i4JMt7tcSuONx7vIwT6cHFAkEi0cBEcQ4Gw7sWxiwj1A43JLM18yEIokS/FtERUCLOY1h4clly89S5qOCEISxaQD1vvWtBiCF4g28Huz5Pj0Lk05jULYgpjgm4jL6XRKWdZkacrW5iYCuPHebaw1BATOe0KSUNdLJpPj9rtFmXhrDAJF08QivrE1aZExTwoSkTN3J+SZR7jAEkdVLhBCYOolMx3NwheLOT/+8Y/4X/32f/DZgPQR54y2fEbxVVJ9vFgrJFZFqg3Bo6Qk0dH0sKlrfvqTnxLa79XRSbu42SUaZ4v8Z6I9ncTv43DbfQaWgGzVq1aqq0KQlxVaa2YtdouiIM9z6sGS0WBAL+/HpkeS4G3ErfWOoxVuI5cpiNjN9MFizIOxtm5jrU50nK4LifOK6UnJzQ9OuHr1OQbFiLKdyHkk1seL14f4iLh1K9zaeo4S3UI2OONXuJ3NFlFtM8+5sHueammYzuYYE3eftM6QUtA0liQBWol/ZwNNHRN+YxqayvDWG6/wta9+jSJVHCymLJVE+BprU2pfkUhPWS+pqrjPqKXl//PP/hv+wb/zv/1Usfm48yjMrmTiVydSxp1zYCqEW6IokYSI2RDfV6ECTglwEIj3rG6tN5blgps/+fFqj2VdEfhRmI35gETKsFIDXT0/edacgDYme7HKJR5cBYjMlpgzzFdxtygKbFWzMRx9CpiN0wcHLOcVb761x7lzlxn1L2AbhfO0DTePdu3kCIEUHoTB2QWz03tUywlSepDQGIv18eebTidMp9NoXWAtWZaytbkRm4GEdjoV0DrFO4fDYIxa1RpLAVW5xJmGqvK889br/Lmv/xoCQ1PPEBiUaEAFis0ey7kBJMcHMwKW8SDj9/6//5x/9D//J58CIn/2+SQxG6SPSyWCVZxO0igeYZuGn/zkJ7g2l13HXaT9ubXiX+KcjwIgrZCEtWcF38M7rFLKP1OYdcRYGoLANp533r7DoL9NOt5EyxznBagoQR58QAnRmuZ6hDf4UDOdH7A83QPfIIJBijZv8Y7pdBoxm2ics6Sp5uLFC1RVzenpFGej32qSRNEW7yx1XbGYz+Nr2a5qCOJ78cMffI+/9lf/Fm/Yt6jrBYlOmPkGlQiyYYapZoiQMpvPuXvnlPEo53/417/LP/ybjzZI/1g7UyFEzvf6YkkXvJxz2CYQrIs8245eYS20k6PgXavEYZmcnLCYz0ja3aW6qlku4ljYGENVnWn/dpf4w+ASQpB06lwtiDrAds9Nt2ZpXcDt1Ng6ickOhGmaRqnsPMcYQyL7yLygyHokqWYwHkKiOJ2ckOU9rj1/jTxVBB95pB6BRcXLuf0cpIlGt8/NCZAhOi4HIfnj777GP/2n/5Je7xJeNxE8NsW6GqWjn0iRn2d7+xLndjY5Nw4Mc4d3Nc7U9HopzqY0tcEGi60MSZLyne98h8PDI1Q75qybmtOTOfPlMn6gg0cKBTIuQi/LeQyUKnpHySRD6gSdZCBaryoiTdO6SBOsbUndeBYzjTCecmuM0gKtBXVTMp/P4C/8+seB2Cd/ArFIfGjRtAtE5gmYRUJwLu4Xtcv6RZ5TFDlSRDEE5zz9fp8kSVYd0/iZcMCDdAI4K/K6wr5TU3u4CbC+ZL3al2oT2k5QJVLfapIkoSxLTM/gRjAexD294XiDYjTg5HhC2i94+vlnyBNNCBZCwLUeP74zKySglSbNYlc4tIWRc/ExnSz41jd/Cr7P1uZFtOxT4duCR8RgGYgdTS8Qvkb4BbY+RYaKXqHBJHiZgA2ExpJlBd/61rejjGqIl1hR5OzsnOPo6JiyjNQSaxoOD/aZT2OHPvj4njofyNIU7+u4X+AcjalQQrE5OsfR4X0GvYo8HxImEisFOpHIoDk5OsGYkjRT9PKfvwAFPNy4+vix1jsHbQdeSUmeZZEG4h3T2RRrHYPBoDVbn68KpHVbhq5gOrvEw+qifhxuV2I5fJhy1X2PpmlaRcyGxWKBbzwEhVY5vaJgNN58JG4J7VQf1eJW4B4ba+P0TATFcur59rffo14kDAe7pGlObRqcB9P6o6RCEojdSEKJCMuPhNujoxOkkDRNTZomXLy4S/CeyWyO89H8Mvr5gRCupQZZvBX4YNpCq8E7WJYVr7zyfb7w+V/ktVf3SRJHCDPCIqDShCIN5EXK0k64cesOKpE8/9zPV4ACHmpcPSLerTBrLMFVSCw+NHHm6uJkU0iJ93IVb6WI+6NZmuBdTKg+DmaVOhO+6n7/4ZWB+HVnjYEul1jfee12Zzt/LxkUkuQTxmzcUfFeYGrHT39yg8P9miLdBZ8RpMeLuCMV4qgZLdq4a0t8mGPKE0SoKDJFkAlOJHhvCS5OS771rW9xfHwMQFmWCCE4d24TYywHB4c4CdYavIuFfsBhTInz0dfO2IqyWmCdRQrJnbvv8d6N1xkONHt799nY2GBiJwgVmCw849EG58/v4o3l9u2bJIng6avnPx0g/gnOJ4HZuFISC9vgPSIEEqVIEx1jwGRC3TT0+32kjCq961TADrtdHnqGWb1qlnbPZTXFWsPunxXMdl0mawJvvXWfGzeOSdU2Rb5BY+O0P3Tqwd4jVcyXgzPgSmwzBzMnTzz0NL7RGGMJS/dYzEqhubB7Hmcds+kC7yzOmVbYw1M3S6YzjzUW6yzG2FadUfHm66/yjV/9NVxTspyd0usVlEuDD5bJzWM+/9KXKXJNvahQfk41s1zcHj4WS08sptYDzcOc+4eB102NnHNYoHENTjiCDKhE4fGrF9RbS7AG29TUy4rSOxajDfI0b6vPGc45hsPhalzaiVas0/wefnTP91EjXOceNADunnPHX+2Kqe7fz7Ioo1qkB2wMNhkNB+hEIhKBlZHClOQDev0RkoBSApnoqAaFILTczzRNUVIxKDKSNCHM5yRaU6QZP/jBO/zuv/wBW9vP08/74CsEJc72o8JWIhCiYGvjCqPRmLznGeUzknDccjdrjFliTUVj6rb4bNoCVHJ4eNh6v9QMBj3KZUnTCIRSGOsQwq+6zs7VGKOp6wVyKUnyAh0ykAGp+siQQUiQIifRoIIFqbHNkmY24fCuYXGakGUCqR1vvvUK3/vOt/g//+PffRLEPvHz8EL8AzgNZ5z67j3vAo3n8Zh17WQutBNVQSBLNHmaYI3h+PiE+XzO5cuXVxg64/vL1fd63KMLlOvGqfBgMO9+3eH8UWbWXQKbJX36eY9Br0+a5Iw2NtB5ig2gez0GGxsoEaLxXZJgW++JgCDXSauypsmzqM7IPJrZZcWQ6bTm1VfeI0s2ybNzCF/gnUImMr5OoiVRytilc02NcFNkOMHVpwg/J9gKZ2ps01A1NWUZi0GQHBwckKYZy8UCEBR5QlHEhkcgJqWnJzVCOJSKXa2AJwQXKYPBRs60sRjrSJRk+9yA2zdvUM5P6fdHLMuGvD+g18/JkxHKz3nn3Veom8XPTc3vZ+P2wa/9KLHWEXCNiWbUIe4zpUlUfMJ7jg6POD454fr166sLu3usK0918bVLRLum1aNwu47F9bj9MIbXpwrdv3Wwd8Ig32M0HJJnBZtb51B5igV0r89wYwMpAmmikYnGtLj1CPJUPxBr0yTBzeekiSbv5cyngVd+cpdMXWJ0boxARqltIRFKnqmPKggumukqf0oqph8Jt0dHRzHWVnXsJnvFcNjDmAbTLGKRlYkoRawDwVusi+IszkXFLGcd1noEip/86Nt87rnrnJzcAmb0ewWnkxP6/SHvvTWhP8hpmpK6WVDVS6xpgN/5NCH6ofMkzD68o9/hwjmHC4rGgUMRhG6xYGlcgw/gbVSREyHK+yspUUISvOPw4JBJS2tcL9AfxuzDD63PcAx8CLPd81v/ebrkdr0p8HDD4HD/lHtPwOxocxOB/2iYTRP8fN7acPRwVvHKyzcoFwlb410kfZzVBGFWCnACSFOJq2uWizlKTEjUFOwM7JzgKkxT0lQVdV1T1u2eHnB8fLyagDRNg1YZo0GBqQdMTufYpiRg0EmKUCF6UJmYDDdNKxAWfNwzx/HD7/8hX/nFX2bv/rsoeZGqXiKVQKrA97/1LtevX2e+mCEELBbzKJry/w+YpRsQGEJw0FqSJFoRgmN/f5+Dw0OeffbZDwmmrD+v9UJoXV21e56dVc6fVcxmWY/gFe+8dZeD/SWD4gJajZAiRWjAu9iwF5AqifCOxfQUGUoSVUEzQdoZwS5pmgW2qSirkrJ0j8WsEHHtZGtziDOGZfCYpkHqgE4yjGkoS7NiAPngQQhSKWnKBT/44z/gyuXrvPbaG1y+fJHDowPGGwMWsyP+5T9/jS9+8Rc4ODigrOZMJof4YOD/9Pcfia2PXUxF8YQH4ddd8CrJKF2N7Wg4QuDx1Ng4lvaearmgmi+oFkuqquaoOKJfDLh8+TLj8eIB8HRV9YPd0TM1QCEETRNduzst/w8937Uket1fquvudxOCDsxN06rapaqlzjiGowGmMYzPb/Erv/Y1qga+992fRJqiiq7fFokJcbojfLMytcyznI3ROBp/LUqOJ5Y7d+d85at/HqVGSBTBVQRX0jRdgSfQMidPhxi3wIcp9+6/xdGdVymXS4QIeBcdy61tCAiCTNGJ5oUXXuCFF17g1VdfYX9/jzzL2D2/TZ6lHB2foBU47+ISaAh4GuoGWEAQgVzGhFglCqWGJLpHmhT0+kOSLCNJFTKB5XxKfXKC9w2CJXc/uMGPfvwd6nrOxfOjJ8HrUzkPB6APdZvW/38tGMknYBbANwZjDFpKmrbLTwgUecaVK5c5ODgEWOHpzOD3wUXXVadrLeh1E9EOk+sKgOtd1+7ne1QRtd71F9TQ7hMmSUpTVQgl+cav/zmcTPnhT15F4qL/DSUmCJoQcMGjgkW14i1FXtDv9ej3+zTGEmTJwcEU2+SMh7t4lyJVStASaBCh3akCGrPg5PA+Ek+hT3n73e8xn54QfI0UDd5VeFvhA1jVR+uEl158iZdeeqnF7L3IA5cZ5zY3SJOUO3fuEYh7EUWeIoKHIAg+yqSUywlKaayxGGvxIXD71jH37j6FcxMO9j9gMBhx9959ApKDgz2uXb8MwvL+++8w3hiwubXxqeDyZ52HcfvA+Zix1vsoZ1zXdVQscpYizxgNBwwHfV588UVuvP8+wNll0+JvvcsvpSTLslXjIUqpJ4/F7Xozofv6rqjq2AEdLaUTa+mmCfMq4lZJzXK5IPGOX/vzvwE65/s/fhmBJ8/jvq4BGhewwSE5i7VZmjEaDOn3+1RVTWk0TZVSlznjwbnV7hLCkuGxHrzwgGMyPeXo4C6jYUEhp7zz9nc/Em4RtLi9H1USSRkO+/T7PfS9fW7fuQ+0k3FhMa6haZoH3nvvfaR+Gzg8nPLO2z+hqQ85Pj7h3r0l9+/fRQnFyekxv/Ebv8be/l3u3r3FaDSgP+h9OsB8wnkSZuNs5cFkcYXZtE9lwARNCJqAxiOoXfScwZjYYbaW4GNRlaUJg36f5z/3PHfu3CXLspXR9MOY7X7dWa5EvHmc86vp1Hrjtdtt7X69HmvXfdq6R2ep4r3HOsO8Wjwas0nO93/0CiI4sixBKolBPBazg16PQX9A3Vhqk2CMYnoKw/55JD0IGq0lCDA+sgqsqzk+PGQ5PWbcy0n0hNde+SPms1O8q5HBRMx6A0LgZPz5X3rpJQBeffVV3n33XfIso3ElSmq2Nsf0ih53795jMa+i2qwUuGBiruCjQFZsTXq8b0gSyXvvvszFC5ssFnvs7y/Z27+LaSq8jWIYG1+6yu0P3mF/f5/RaMygP/h0AfqI86lgNgSCMZimjvYq3iOJmC3ynGefe5a0XSmRUq5ibRcH13PdrokfFVTdqiH1qOLqzxpmK5PgbcLJccOwfwEl+lFZAonWCd7GfbIQDPPZKbPjQ/JEsL2h+eC9l7l36wbOTpGiJvgK6+r49Sp/DGZzQqiRQlJkKVcuX2Q+X3Lr1h28M3gf97CdaS0DZExOonpihZaCN1/7IVvjHnv33qaXG+7efp+D+4KT4z22t89zfkPyw+/8kMn0lOGwR7//+Dj7xGJqfbqznhA+6qwnr4lUvPyd7/LOBzfZuniVnc1tdnfOI7VCKUFwlizRkWJkLLPJlH2p2RhvUeQFOzvnOT09XVH8OjB0AbMDTgeo9YLLWrt6sx+cpD1eOqaT/l03+uuKqiyZUaQFxpxH6ougJGW5JE2ySEHQkn6eYZsS5wxeCIJQIATCRnM0mRTkRR8VFMIKju8fswwX2b1wiby/CaTgNfiAcO2FECw4izWBo8M9RmPBYFCzODnk3FYOmxnGupYLHi8K6wKNi4pcUiqUkvR6BRcvXiDLM7RIuHjxAq+9/gZHx8cty7oNIsLjvWFZzqhMzShYbLAIJZCyJtWGNO8zGOWRihFs7DKEimZ5n729Oxyd3Ge+OOb8VkqWbzOdnjwJXp/KWedAf1TMeu+fjFktIU3wzlKWFcE7Eq1isBFRovhrX/saxhhu37698oWK3ROzwu16N7TrrnQUqPVkdv35d2fdUPXhn2s9MdBag5BopRkWfUb9IZub5xg2G2SJQucpOtRsDHt4W+OcJZcRsyG+gCtvm6zI0EqTOMHRwYTjErJ0RJH2MbVGyYQgBOCQLipTBDzW1SxmRwwLwaBIOL63x6hwjIsBgh7ORz8z5wzWB5Y2AzxSRQ+pFWazjIS0XcyNr9m9+/tY6+POZttcMU29ei+VirzzaIYafSi+853fQ6uEg4ND6qqiqmuGwyH9QpOlCwb9gv5LV7C2Qek/mdP9J3U+Dm5/VqxNdKQzxmXBSJsSIlI0ouRvzW/+5m9SliW3b9+mqqpVx6/z5ev8UbrE/2yyZD4Sbp/0c3ST1K6ppZNoS1Et5ywXc0blmOF4gzRRpEWC8g1b4z7eRtXNXEpCoiIG3VmszYoeAo1sAsuTJXunPRLdp8i3aOooZhKLmoD0gSQEbLA0rkKw5KmrY4JZMNm7+bFwm2cZiUhxHrRO2d7ewTnPZDrHe4tpojpl95rG+Cvi7mYQWAfWeL75R/+Kuq6QKrC3d5s802yOh1y/OqRa3mdjKNl66RqNaeK08TM+fxLMrstGJ0ry8h9/l7c++ICtC5c5v7XD7s4uMpFoLfFSYFq8Bh+ZAIlWyLap8Bf+wl8ghMB7773HYrFYYbZ7dHd/9/pCx0JIVsXUuoR19/y786Ek+6Gv6xLb+H0gSdJHYjYrErSv2Rz38aZqMaseidlef0BAkXjFfL7g7kFFkowp0m2c6SFkSleIRyoZUbE1GHqp59ylDZrFCZOjG2wN4dxoE2sbvI2NVufivlTTqnJ1jY1er8fFixfJsgwlIjVbCIUUmq3NDV599Q2a2lJVNVXLhuhek64I8MFT1w1KJnzrm79HXVfs7TkmkyOyNOH85jnyQnP35qtsjgS7566yWFTs7m59POD9Kc6ngVmFwIpoTN/RUyFqCkgRVTt//dd/He89d+7caW1OmrUcoVnF0e75dfe8UmaF2Q9N0v6MYfbeQYXWQzJ9Dm96SLWGWesRPqAECG/QNFzcHYBZMjm6gXDHXDyfodnA2QYbHMYHjPc07ixvehizkoCUulU2jKbHWilu37qLsRXGVKs6Jtg2zprYFGiahkTnfOub/5Kqrnnl5TssllMSJdjZ3MKWR/zgO/+a3a2Ua5eucnJ6wvPPX30sXp5YTK2PFX/WWfck6SvJyz96mf3v/gCjEjKZ0UtzesMe5y6e58Lly+RZznIxp1wsKZclwR1xfO6Yu3fvkhfFSiBivXvfJZ/rY8z10b0QciUg8XCwXJ9MPQp46/ST9QmY1gGdOKxdcnJ6QJr3KJ3h+OQk0qHCnFRk5EmNygII8BhEkIBCpxoXBN5YEpmxd+8QX3ry8S5BKqzzCBU9BmTQrUqgaS8Sh5KSq1d2KMvb3N97DWuOyYPB+bgH4Z3H+YBzgRBiB8Das10aIQRKyzjBwpNnBc89+wzGGk4nk7agCjHhkrEoreqaZV2RnJyQZDla3yPPxgwHYzY2d8iLnMPDPW7fuwW24qlRgU4El3dHCNUjSQN1syDYyc/EzSd9uo7MRznrZqaFeAJmL11g59JVtjY2GPT7jMdjekXBoNfHGcurr7/JO++8y8WLF+n1eiRJsiqolDq73DucruMXzsyA159T9//defgz+PDo/gGaq4h+YEoLnGsoyxllveTu3Vuc294i1yUqGHJlSbIohhFExCu1aJXaiFtUQjA5OaWczpHJJQQ9gssQMsU5gZSOgAMfFbJscHjXMOhpMEv279zGLA9IRLyIjTUEZ3DOxiIzyLOk3AeMNwgRpxPe2ygGYAw6zXjq6hWEkOztH66KVNdSsqKoiF9hIEkE42GG8469++8jhGQ8HnHx4g5PPXWVixfPx12d+RydKELoUVUVJyeffQOge85/Etx+lFi7eeE8l65fY/vcNnmeMxoO6Re91W7fj3/8bd55912eeeYZRqPoXl/XNXVdo5RaYRjO4uzZQ30k3D68l/Jwg6CLuUIIbHCt3HrAuorlUlI1Jffu3uLczha5XiBcTU8HMi1jp1EpCBJf6VWsFS6QFTmTecnyZEkir6FlDxGiaIzrZEoRqFbuOYQab5ckuqEuT5kc3cHP9z8Wbp234ANSaJomSiE/++zTHB4ds79/yGRxynI5X/krZllGXTd479na2mHQH1Iua6qypFdIxpt9Xvr819jZ3mBnc8h0NqeuG7TSbWKmqKr6E0Dhn+z8STC73rjq6cCrP/ke979X00hN3mF21Gdz9zznL15j5/x5Br0eG5ubFHnOeDTCO8d3v/tdXn7lFb7whS8wHo9XOO0kpzvq9jrmOrx2IiiPyg8+7MP2UExda2B0yalSCuPtYzG7tb1JIucI1zBIIdFt3H4EZkNjKXp9FsuG2eEMJS6QyCH4HkKkeC+IuueW4ELcg8ThTQW+YjmdsJjsY6sTtKijnxHggn1ApEOrswbIej7lnSPgicqz4EM0b33++We5c/seByfHlNWCdYPvpo0T440RF3bPYa2nqS15XtDvZ3z1qy8yHg64cv4Cxyf7OBcbA+WyRGIQvuKzPp8GZsfnd9i+dIVLFy5S5Dkb4zFZljIejUmShG99+1v88Ec/4otf/CLnzp0DWOGwY6h0NLYzvHYrLQ9idv38WcLs/HCGlhfIky0kAwQPYpYQZft9cDhXEtyS2ixYTvYp53dQYolUhmANwVuCB+slPii05tGYbYvWSHOMubRSCZcvX0TrhPdv32QyLTHGopOoXNg0Dd47Luzu0C/OoVTCfL6kl8PG5ojtnZfYGA64uLXL4eE+PhisjQ9TCqR7fJx98mQqpHFy4WVbi4RVTRKEBeFaQ1wZpxUmJmFVsHjluTTaYLooUSLg6imn8yNuvfcWpXdUdcNyUeFDoK4b+kWBKSekiWQ+m65MxrTUyAyE8ARnEUQteEmI35v4/0IolFRoBCpElZCVZ0AIsTLuLnMhEJ0EpYwKI6vRaRAo5BkfrIlKgJWocfUpRc8g9YK9t99nsNGjrmc0qSOTkKc5idTgRZSWHgksGfNaMV1K9vcajN1gMLqMRRKCJLiOw9uu+IlA8ALvAko0NPUBmDm2vsNAnkCuCI2MJm+2ASXQUhBkwAF1MGgRqOtq1Z2TUqCVwFuL8zXDYcGzT1/j7bff5eR4Enn7Khr6urZAM7VjOfUkaUpZNizLhrpuEMCFixfpFRm7F3f5+q/+MuXxHvv7e8zmUwaDHstF3MCpys8+WFqviapG4kOY9cSER8hOrlxhvcMTqIMlKMel0Zj5ooLgcOWU09kJN995k7ldIlRKEAlKZ6RKxy61MaSJpK5LDvYPeOqpawyHI9KkpCwXJKpV5TFn3ZUQAsJH1UUpFSqA9HGa6B8gG4jV8xeh/Zx1GFZxAtnxpTvqSggBvEC46E/iQ6Ap42j+7VdeY3p5l9n0lDxpO/4qIU9auX8hyXs5lQ2UIaVyGYeHDZOZJC+eQcs+AQVC4tuXNfhoE+BsNOldLo+ZTW5RJDWZquknJa4QGKNXtBDnHSpJQXnwAY9Di7gHFkKgqR1StpQWK0iyBBAoJdjd3SZJNPfv3WdWVswXM6yNC/yBgLWGzc0NZqdzbJVwbvscz/7y84xGQ6xtOL+7w8bGkMPD+xwfHhBCoCf71FWMRZOT088YsfHUXsbGRheb2t8XRLNMBKtYK5Vaxdon4fb2++/yrW//IdY4tNJonTAcjNFKY6xFCs98NuHtN9/i85//InmRxzc0WHAavEOLtQ6uiAVzJ12tEajIsGzjLTHWuvaJE2XVZRtPhYj7moFIFRKtlK9oifSpUwQXsR4IeOmQQfD6j3/K1WeuMptNKdINhNakOqNI8xa3inQjxQRJ6RR1yLl/3LB3XJMVlynox88uAtf6i2kZ7xFnNY1ZUDdHLBZ3kGFKkTg2U4cdpNRV2/TwArxE6gQhFSKIJ+I2GNBpgpSKprH0ezmJ3om8/nJOOVtGKlqWYImG6VeuXGE+WzCtDVtbW/zCF18gzTRVteDatSsYU7OYTzk6OEFKxWAwgKBIk4L79w4+a8hiXb7CaBdjO6ZDoAFpzzArdLuALqiCxWK5sDFivqxIFNhmwendY26++yZL/ogQgCDRScagP6QoBswXSzSSk4NjXnv5FX7xl75CliU4b3BOYE0gVYJEpkD08ooMDdUq4nAWayMggfhHfi2WxsaVaP30onhVaEW3oodeVLUTQpAE+QBmnbDgAm/+9FWuXr+MrUpkHqf4iU4iZj1omZBkCgeUFionOTmtuH1vhlBb9Ac7CJmDTHHtk1SACFHswNmKujqmLvdRYUama0ZZQ+08xkhkEhVfpRQkqcJ3wkCedrfPtJg1bX4g8RayNEcKRd0YpBCc29pCSUnazzk6PWK5XKzovcY0XL/+PLPJlOV0wfnz53n6S9eBwGI547nnnqaqSo5Pjjg+OUVrQV7k+JCg04KTyewzRGs8nwpm33uTBTFvisa7KaPhBv3+gKpqSKVidnrK9//4u3z9G98gL4q1Yj4gBa0HaEc1jA1uCat8VoV4P3fnyZhtm19KtjLqAaX0qkBLgiK48ABmgw28+dNXeOr61Y+P2eE2yByEjoRm79FSoEiwTuBsRVMf0dR7KD9Fyoa+akgLgTWtwFXM8JEBsgAuBMyTMOs8qU5RKqExcddSCsHuzjmyXkZ2K+ONN97ALRx5kdOYhmeeeYZyvmByMufSpUt84Vc+j3OW+WLGiy99jsVixv2DA/aP9il6kWLohKQRkpPl4rHYemIx1TgV+bHOIUJLfWvfOC89iG7BPr5pOh3ghMEGRRUiEPq9HtZGBZnEOHSWk5iGNKnBw8nJCaaumTQl2b7m2tMvsn9wxHSyIO6KiVUB5V3sAgr7CONeoZDiTERifSQqhSCVOhZRq50T0RZjMro4c9ZdXa/4vQnUxuDNMlb1taXf73Pnxvv0Nnrs7e2B3UITqNKcTKUIJ0jTDJFJStswKTWLJseHAUmyASpHx35+VEeRMdkIIXaHZAjU1ZTGTZhN3qdZ3kZygghzTO2w9dmy4QP8W6BCkKYFdV3iPSwWC8pqgdYCGTWksKZBSXjq6hXSJOHg4KjlmLaKL3UdO/5NzQsvvMAHH9xEmJLnr13h6lNPkSYJ/X6Pzc1NtgaKG3sTAkuGo4wkERTFBkJAVZc/K7Z94qe2j8dskJHaI4KMXRbjzzDroQqeREBRZDgXUEUPaxxpnpIbDTLFknByOmd2ckI5m1LkKc++8EX29o+oK4t3UTtcCmJS5VrvCWdXI/wOl0rqGDjkundaW9QLQSLWRCp8FHSIvimgW9PnDq9d0AQQNu4RWRHAtf71Hu7fuceyXDBdTjFlxXjQI5OKUW+ErRxF3mehYW4Ck6amDBYvxsisD2qAROJbpcruExJ8wOGRwmPtklRU9BNDObuH8QuCraibKY1Z4kKkOhrncN5FqXOg8R1m6xazJWVVorVEIUm8BWQ06jWGrc0Ri/mUm3duxtdUgPWuTdINF3efoV4s0SJha3ODQb8XhQtSzbmtTfr9gtu33yPNkpgopJp+bxMETCennzlmAYzTD4iNdEv3Qkb/kXjBtrhtPhpuE1uQhoZoAilYLJYcHRxwfHyKsZZL15/m5HRKXVkmkynWGpxrcL6VIwkB19L8OpZCF2sFH16ShkjDynXSXtxiDbeyLfofj1vpZJTnDfFyV0KDh/17exhnmC2nuKpmPOix0CnjfsRtnhekmWPReCYllKHA6TEy3yEkA3RI8EhCK9vr232TVEDAIkRDnliCrpie7OFDg28aFuUMG+pHxloPNOFxuBXIIGOnH0ldNzTGkmc529sb/PSnP8Jbg1YS4T22jli/fHGH10+P6RV9zm+P8a7EGQXBcGF3h+lsyv7effr94ao7e+7cOay1DIef/f5JZVRkR3gfC5Wuoy4EQXtE+/OvY9ZLQ+UlNZJUJfSL6D+U9zLyokcxHDG1VVu8KKplw8nRMe+d3KBpLOc2z2Maw8nxCcdHR/QHPWpTY62hqSqsMXEPuC2mQKBkW0xxxgp4mJ3SxV+ldbSoXevyp/rMhH2VH4SY+KoQO97eeax3KOHAw73bdzBNRVUvaBYlg35OnqYM+2NM4+jnBXmqWdaO6dJT+hyvNwh6TNY/h1D9Nta2qb73BFz08AsWSU2RWLRrmB7fp2qmeLukrhd4b7DtXW6cw4coLe0DmA9hdklZLVeYhWitUFXxz6WU9Ho5J28dMD05RitFnmgkAZ0mXLqwy+tHR6RJwnjYxzQlQkRLgd2dcxwdHXGwd5/+oLeaZveKAT1j8G7/s4Lq6nw6mB0ytcs4HbGBcmmYnE547533qaqGRGkkktOTE+7cucO57XNULY06eLuiUz88WVJCkar0Y2F2nf2yEv8JgeAcKqgPYTbIwL3bdzFN/fExKwu8iPlB11jzPg47grMIX5InDSkN06M95otTgjVRbMKVOO+xLgrzuDXMNp4nYzZED76mMUSjZUev6OFtw1uvv4ZtmnifBk+RaK5eusgrP32VPE3pFRlNXWFsQ5oqzu9sc6epWNYLxltjpBTtXrBCyCfTQp9YTBmf453DtjQlLeK4MVEJVbOMCUxglRBqn3A8DVRmyZ3DKUdvvo+18cLM814cWSYSncaOvJSCPM9jAgnM5kvmH3xAlvVW8qdFkdE0JUqBtx5nz3ah1mlazruVSe+HgSew3q6W89YVXaSUcZnzIQrKCrBCt/4DrMaMTdNw7949BssB1aKkzEpGg5jASO/ASax3OFvgVB/jE4Tqo/UIKXMCkhBMvNyJTtZRJc4RgkdTkqslxs7Y6EkamSJ8Dt5RCUcj4/Ncv+C9j07WiYwTr85XQ2tNr9fHuRoRmmhm7ANCBpyvuXHjbQ4PjxmNBnF3oWlikhsCwTuGRUIqLbpQbPRTMgznRiNu3b5FPxHcv2WZnkZutLVxnGvq2HWV4rO3OH8iZk2Jc7a9VyVSJivM1nbBnYNDDl5/i+CiV1ie9VA6QSeSrFAkWaBxNYJAmqVIBpTlkpsf3CQv+hjTsLGxyfb2FsvljGWpaZKGpE0uYzDwK9pffJztQnXjeOiKFLdK3tYVK6WU1K2BdXceUAbyCslZgdZh5OTkhGW1xNoa7QOZUAStUKEkTwqqBpwpCElB2TQ09EiLTaTsg2g52wgCCh88wRsQ0SOiXhyBX5KoikTM0EUgGE9QoFWGTlgFS9O9P20fLkM8AbMeH2KCJFWk3b719mv85Mc/JUlSEp2sJO+Dt0gJCosIDcY2VOUpZRYYjgbs792nyCV5ntHUJXmWUVUlItWYxkYVoJ8DZgGMS3Hex6V7osKdThISldCYOnY9EZEuIcRHxK2GVJLnOZ1fXF5knD+/zfHphHv37pEXfZqmYWNjzObmBlW1pG6WOONIWgPzqJr0oH/aenLaHSHi1Kejr60rAf5JcdvtUjVNw3w+p7EN1jUkIZBLhUhCjJNJQW0CSw9B9qmsp7Q5STIiTYY4EjxJjLnEnT4fLM5bmmAw1TFNfYISM1RYMO5LMOAEBDQmnKm/rcdaD2TiSbHWr2KtTuIk9+atG/zg+z/E1A1FmuKcjR1ua0hlgmuWUYCodiwWR+gkKmEdHR7wztuv4r2nrpb0+z2Wy5I8HdBUC+aLBab5+bAAfPCr+0IiSVSC0prG0ooUPAKzZsnt/WMOX3sb72PXXKs4xUvzDBLIshzR7kAURYFSCUfHpxwdHZGkKcYZsixjNBqxrJbUdYXwASMl1voVldNZjwsuliThQTn09RyhM/3t8oP1xLTzB3qYpgoxTnf5D5zRkebzeaQ0WYP0AS02kF6wpCRLCprGUjcGlWyR5EPu75UkwxH5uB/9Hf0ZZiEQhCN4g/UNtj7G1BOUXBLMMf3MIxOJtwlLmcYmePA0WpP46FPoQ8Ss46NhVqqAVIK6rnjl5Vd46623GebR/1MFQ2gLkWp+Qr2cQJayXB6jVLNqpL7z9uuUZYk1FXme05gaJTzL2sXd1XL+2QB17XxamFW5JklSrA0kOiNL+2xvpxwdnbC/dxh3QtvmU1c8RQ/VTiDFPZLK73AfC7OPe4QQkN4jH8KslLK1GfBY23x8zAbVrgxAwLX5lsE3p1TlEVrNEf6UPDFkPQk+YVmmGC+iea+zUfW7w2zgI+UHwbc7sEpSaM2tO+/znW9/h2qxoCgKhPAIX6OkopqfYKopWhTU1ZSTk2b1c7/5+svMZjOCa9BJQWPi9wgE6npJXT0+zj6xmPrP/ov/Gjr6BnEfKLTGZo1p1aI8bQcoLol6HwgqARldmCF2I4t8gFCa09mU6viU8aDPsN+L482ioGwMXigmJydkWcUzz3yOixcv4pylqiSp1SjUA93Bbjk6djhBrnXyHwBmCLBG8+uSgtUkQJwBa70zAJAIHTux7d9tmoblcon3nvl8jpBwqqYE4yiKAqNjQqOThCAGWJsT5BjnchQ9XEvnkSKOhGOsdHhnEMHgnWF+eoOTg1uIUBLsjESVBDfD2yXWSWyIAhuR/3mW4NgQqIAs67ddYMViseB0coyUPqqkhHjBCJFwejLh/t4drPWkS49SMkr3ykg0MzYwnxyxMcwpFwsSDKFZcni/5N03XuV47y7j8ZhLT13CGUNT1YQ0iT7WVcXx4eGT4PWpnCdjtqMxdrngGWbRAaFoMasIQWCUJUHi6oYwrdB6RpbnWBvlZZu6QWnFcjJBLUpeevGLXL16hX6/x3SmSVLFUi1JWuWzuq5XSZm1Fu/Cavq66jJ1HmmtGEmHx3WFnlVRsxYk1/GeyATdjvXXxVmklFRlhRBRuKBIEvIsxxpBlXqUVujeiMYk6HwL51MWpUSKQJapyCyMWQnRVbPC2hJTzdm7+VOqxSH9nkCLEhEqbDVHOIcVgsZ7rHOYtvMUiGqS1ntsEI/FrAhNi+8QlQlrw40bb7NYThgPRqhEoGRLi9PxYqkWM0aDlGVZo6RFKcedWze48f4N9u7d4cLFC+zsnKMpK5y1lIslEJjNZhzuf/bdUoD//L/8b1ZbnaHFLW2zpWks1p3hVogn47aRhiRIbFXTmCXWRFNO14nb+IBUipkTLJYVX/7SV7h+/WnSVDOfT5gv4tQ2TWJXtKqqBwR+vAsQxAOxdnVhxzcWOGsQfFTcaqHQ6kx2vaMpK6Woq5oQHKmQ5Dql3ytwNuJW6gI1GCHIkVlOng1ZNgm2hiTVSNUKAkUiKIToaTKbnzA5fAtnTkm1QYYFkgpbLsFZGiRGqEfGWhcCTXhCrMW0Ey2HklHR6r333uLg8B7jwRApJGmuAY9KBEJYqnJGr1D4YEl0/DfeeOMtJpNT7t29yQsvvIgUKU0VVcOWiwXOeabTCQd7e58tYIH//P/5X0euQzuliW96i1ljH4i165gNUoBs78hA9JOSFiUVclnhfIV3oW16QggC12LutHIgJF/+hS9x5coVhBJRAZCACgKjNMa4Nj/wGGFgjTb7cJxd4TKcUabgbAK1Pnl9VEGlZGzUdZjt8hIpJYtZwJkmUp2EwI0C1kCdepTSZL0+KuSUpk8x3KEWCYtlg8ygJyStKWdsvLol1sxZzo+ZHb1LUx6RZx4ZlghX4s2SYC2Nj4rC1jka02DXiinnA+ZhzC4XnJ6eYRZiZ19KhUBxcnLKG2+8ghKSRKVkeRoxrSQheEy9YNCPDS0pHATDm2++RVWV3L39Ac8//wKJzjDNmdqdMYajo2MODj57auoni1kTX6d5Ga0UpIqrA9YTAhgT1ZKruiYIVjvVQqyxUcQZvVtKuRKagDiZSmTysTHbfa14KN4+DrPGGBazBfZjY1ZHkYoQ13IINdbMsfWc2dFbzKd3SbVBUYJfooIlWEfjPLWP/qXrk6kOs40PT8RsF2elVAihMI3hjTdep1xMYo2RdKyIFrPVgkE/xbka5yq8E7z55ptorTnYv8/zz3+ORCc4a7GNITjPbDbj4OCA2ezx1NQnFlNSpPgVeV+gEk2aZQglSdvFW9qtpThp0igpKY1hsphjnEPJhF5/wD/8x/8+/f6QV199mf/q//GfMhxt8Pf+l3+Xmx/c4N33PuDb3/8heZrzf/jf/xN6/SGvvfomh4fHeO9WQFL6zNukA0w3wvThTF3GWvuAml9HmVqXm+6q+izL0C0FEFj93RUYE4lqXa274st7T1VVLBcl1lgW8yUng4w8z0nzHkUxRCrHuUtPkeQbCDGkqTQhJJG2I0JnX04QhhAstp5RL09oyhmhukOeLNEyoKUmVT3wCkKfxkFleKCg7DobNgRSBHVleP/996nrqBYzHo8QwpPoBhDR1NR4fvqTn8auaJphTI1Ao5KE4D1ZnhNzEM/589vc+mCBVKKl6EC/N+D48JTj4yleKZzz3Lp1E2tdu8AuWXec/6zOR8WsaPc+ul272i+YLo4x7UVR9Hp87sXPUxQDrDG8+pMfI6Tmq1/9KsY0HB+f8Prrr5P3+vzj/80/YdAfcePGLQ4Pj5lOJ3hvcN6cFV6tcs/6gikhxOC9lqStJE4RaPFh/zQhYkBPkmz1e+tqawAOT5Zmq7/byfynaUpV1izn87g/5xxZkZNlc4RIkHrC5u4mg41dHAlK9chSjbcB3zik9kgtCb6BUGGaU+rlEaY8pZfN6WmHVo5MCxKVI4Zp9OxxntLGSZTzntqY1vj5bIz/aMy66L0mBFqnhAA/+tFPuHPnTrx0vKOuK9I0xXlHnqe4lgo52hhzcPw+83JBmqfxMhSSvcNDFmWFdbB3f4+T0xOiCz1tA+Hn4zMlaOlv8RcRt3mGVIrGuA/jtu0s1n7JbHmywm2W5zz9/OfIswLvPG++9jLT2ZzLV66wWC6w1jKbzxiNxvzv/sl/wHC4wQfv3+L27Xssl3OEjFTJellTluVKaQrORCisMdGVfk1+9ywBkGhx1iWFMx+UNE1RaVSdexRuExJIzxKFdXUr01jm02ncyYIWtwuESDBesnUZtrev4UWK0j0ykRIa8C5EU1wtcLZGiApTHdIsDzHlKbmeIHWFVp5EalLVRwxyvLWUTlC2g8ou2VjJcAeow+Nxq6WNSViIylkffHCTd955J1JSBDRNhVI51hmKIsc5gxAepSWz6YzZYobUEp0mGOs5vb+PsbC7c4W7d+8ym8/xzqG0wlr3wJ312Z0kskHa/SGVtrFWRhpUxMSHMVuZmsl8QiAWS1prnn7u+egvaQzL+QnT5ZQ8LwjEHVdTl+RFj3/v7/+v8SFw9/49bt++je885ryjmi+xxpCmcS8mhNjotda0ezDiQyq/682q9WlqF4c7IawPTWbb44IjJGElO12WJdZaxuMxTTBUZYlobVMWdY1WKUlSYH3Aa83Tz4xBQJL3sV6gfbR7MaGi6EUvMecW2OaEZnFAvTwhESdkvQYtHYkCLTJUSAg+UDtYNAZEZAJUTbOKtQEwQa4wW1WxuTcaDVEqoKRdUbNAYK3ne9/7HtPZjK3xkLpeIkSc+ukix3uHIJqvVpVhWZUIKdFpRqgbbt/dx3nNxnib23dus1wsz17DEEiTM/rkZ3c+GcyC4Jnrz3B6MsE0BhpHVRu0jpNRH+LOuJCKr371q6CiWe90Oo3+cqL1Nm13n7sY2uHIe09wAevtnwqz3dc9oEwo0hVmQwir4YCUkrpqqKvqY2HWhgaVaEKwCNlgmxOq+QHN8hTcPqN+QyI9SipUKNBRkIHaw6KO7DAfHsTsw/nBw5iVNO3nOr5vUipuvPcB7733HnmisaaOTWBoC2OLcw1pppkvDXXTgIw+g2XVcHQyobEwGI65dfMWy+UyfnYCeOcYjj6maW980yCI6A4fF0Hi8nuiOinWmOg5F3DOolSGEpIspNRVAwTm5YxvfuebXL58mflyRt4fcvfePWazKVLAzs4O53cvcjxb8vkvfKGl7+TcuPEBTVNRlnPKasF8Oo8djra7MZ/PzxJTHfefVj/YmpeEAFQ4q8y7pLTzpIqUjjPq4Lp8pg7Jqq/VgTNNU0II1LUhSTKSrGBje5ti0CfvDXBexMXRUOPMEpUOUFJF1T3r8MGivcW7BqE9TXVKUx+jmNPPKrI8IEkjfzcoZPAIr1ceXUKfdRLWn1fwnkxrmsZyfHzM/ft7rbJJjhDR9TkGkIQ3Xn+Vt956J+4XeUGRKmwnPd++PkppprMZo41NehvnOJ4tmJWWmzfvxovPBpwPHM5qer0eed7n2eevc/78+VhYZtmT4PWpnI+O2Sjyse73lPVyqqohBKhNzdHkhJGPHGqhc06np0xPp6SJYjgcsHPhAifTOV/+0pdROqXfH3P//j5CBMpyzmI5Y3oyZT6fs1wuH+jwSylxNu4analRro3pAw8kpd173ClbRm+neLqievUaOIVWeoXzoiiAs6RWpzlIjUhSeuMN+sMRo41tLly6gmXI8WkFISN4S6J0TAqdxTU1eIHzJXV9jLMnJGFOnpek/QQlBggsBItwPi64WlDeI6zBuIhZF9t+iHa0L4R6JGZBIFVG9NlIOTg44Ec//GmbPHrypCAEH7tLPiaUWZZyeHDE5WvXuXr9GebzOfcPT3j//ZucnkwQUnF4XHJ00pCmKdvbV3j66afZ2dl5oCj4rI9WcZrqW9zGxnQUyOkEOLqHc9HRPVHZh3DbOMPp9JTBwCMRWBcQUlM1NfPFAiEFvX6BUIKXXnwJITUERZ73aZqKql6yWExZzBYsF0sWiwXL5RI4kxX2Lu7JdYbnXRyNDYK45P+hqVO7tO7WCAOPwm3s7soV7SXP87N/I80Rj8DtxcuXEVnBybFBehU768KTaYH1DfWypNfPsPWEpj7Gm2NSMafXL0mHGil6K4NYvEN4H71xPODCA8+xKyBdCGTy0bgVQpK1ip5CxOTqm3/0HcqyQghF3TQoLbHLRVSJcpY0VUxmU85fvEQ6WLKoa6b3Dnj7rXeoqkibPDq5xe07CwaDAbsXn+Fzn/sc29vbzOZz9Brd8rM6SiarWBubABqkJkiBzhVnt+9DmBUJOosTfpVorPPc29uP1LzgsTbgg8TYM9NnREzYBsMBi2WJUop+v9/S9wU+OBKhME2DEHGa0HlLCSGid16I9Nl10+mHC/713dXuru9w3r3/D8hr27iT1f3dOHmI/mll2WB89EIbpinZYMh4vMVwtMm1p58mGw04PKw5OipRaoF0GmE9qZCYakaiDFpZlrM9TH1AwpS8X5GN0ngnddMg5xAOvAUZAkE3GGcR1pKE6K8jvcSHKCPdYfbu3Xs89dQVsjxFSo9uKeFKCRKd8sNXf8z773+A94HFckm/KFgsFmsTEMHxyQnb5y9wMl2wqCzHkwPeffcDqrJG64ST0/cpimMGwwFXrr3AtWvX2NraYrlckuWffX7wyWHWcXB0TNNOLkKQWB8ILUUt+EgnbqqSuqlJW180D3HHSbUDgjYerk+dVvtOCoQXfyrMribpbW4HIJxcYVYIQa/XaxVwE5pgPzZmbT1HkhJCRVkfY6pDpJ8yLAzZw3HWOYJz4DwKCMrEFQBrW3uXR+cHD2I2kLYqh0JE8Z9yWfGd7/wxxlhk8G2xKvA+2gglieb09JTNnV2snDJbNhydLrl557DdEwwcHC4o+iMGwyFXn36Jq1euMByNaOqa8Xj8WGw9sZhKE7kCnSUQZGgv+ShkEK9/0a4shggaKdFK0E+yVlYw7jLdeP9trly9iMfT6w85mBzxzttvo2RgWVl2L15k7/Rt9vb2uHzpCr1ewcbGmLrOSFNFmsXRpGkMZVlGYPozvqmzPtJP2rM+io9THL8CXAde7z1VXeMfYAQ+wpxYnBVT3T5WrPIFp9M5RgSsgmvDEc99/gtcf+ZZsixl784xr7x2D9ssESJBeIGzDcHVZEq2CiInGHfCcGDRokaJEtvUsdPoQ9tZi0utwQeadhTaGWiud3G7cSdEnvdwOGw/YFCWFVrFPQjvPW+++S4hRG3+NClIc4UPLtKJfGBe1hQ9yZ37e+yfTBA6pWksTeOjaIbuoRLN1YuX2NjYZjweMRqPydKMoldENUP9RHh9KuejYhYkiIBtyhaz0E9it80aj7ENp6dH5HmGqT3WQV0b7ty5Q6+XkhUF2zs7HE1n3L17l2vXnyFJEvr9PuBRWqB0zIyllKtuUV3Hjj9AouOU8FFS0sGf7Uo9iutv7YNJ/zpmBfJDVNZOMni+KDHWU7sGowLpeMTzTz/N57/0CwyGfaSSHB4a/uAPXqPILqK1IHiLMw2EhrKqaewMIeYMewZFjaLEuQbvbNxf8g5nPMJLvJMY5zCunUatecV1lDMbHo9Zgm0xC+/fuLmiFvd6vZhcC4GzBi8Cy8YQlGR2f5/bBycYByAj5cIGpO7T7w+4fPkqG+MdRuNRlARPUoJMSbPs59QthVS2DQARcStkQMqAlL7rV7HCLYGqXsNteoZb8MznE4oiZ76sIv9fCPb2D5gvZkgpOL+7zbJc8vY7b3P16nWqqqRpvbqkiMqQRV7Exk+bzM7ncb+hk/JuONsj6abk3d93LjwQa7uJQFlVD8RaeDxugVX88N6zKCvq2jwWt0pLqhL+6PffZLmoGI0u4G2U2q0XpwSrWJRHDPqOYuBRoUb6JdZVcRnbi8hcdQE8eCdonMW207OHu7tPjrUlTeWRQpIkmrt37rBYLBFCk6YJMkkQKk5BpU6orMWJwLsf3OTtm3fwrWJbQFAZUOmAQX/ItWvPMuhtMxqPGQ6GCAG1TegNdtDqs4+1WkVvOi+jshht8R87vebBWLuGWQFkWfSg6fZGq7pCSYlpDM44fBAsW98zpSR5llHWJW+8/gZVXdPYBhdaESwlVgwW3TYTu72WNEmxohVPgQ8losADcXXdYLrbl7IPTavXMavaXdL1KW23pzpfLCgbgyoSkrKitwmXn36alz7/RQbjMUZJdp8KfO87r/D+e6+yu/0cWUhxRlCWU6b1MWV1Qp43bA0DifAIV2GMbXfHWwqfcQiv8C76cznnomcZIU5yA6tp0DpmR6PR6mepqrjPFAU7NI23vP32ey11SpPlOTJJsS4K/tTOIb3gg9t3ePfWPayP73MIAuMUaT5mNNrgwoVLjEfbbG5u0R/0Y/4kCgaj0QM52md1PinMSiEwJk7VrbNxF9M7nLftaxqQWtCUDQf7B4w2N2LzX2vSLCWV2Sp2CvFQI7V7yFhQfFKY7fIIKR6kX3fFmzGGyWzBsqo/BmahXE6wTcD5Jd5N2BwHUgLClRgXPau8A7wg2Kj66l2g8W5VSLnWW+5x+cEDmC1LGtHJ+UfK5K1bt1kuK0IQpHkRMRt83D90Dofg1t173Lp/jCNSgn0QVEYidZ/trXNs7+wyGp1j98KFs+ZIlpH31IrB9khsPQl4VkjA47ugFYAQWkGGs0tPCRH/nNDuL8SlvlqUFFnsbB/u34fguHj5Ekmvx87uReaLkmY5JyjN1uY5Ei3Z3BgjBMxncw4PDvDeUtVL6rqknJdY6zAmUk+0bo1/XVx0MyZKpwdCux/QPUcBrl3ub3mXWicIU6+6YRH+QNtVIu6zYWkICKwPOCS//LVfZXNrk9F4zHi8RVk1LOuSi09d4ennniXr9wgIahc4d2mTS7Mlb75+h61xSu0EwdWU5SnWTjk63kMljsFQspzOKBcHNPUEa5p2LyGsJLGDi8AyzuI4E+JQOqrTdHsojZAIFMvlrB3hesBgbIOgQUpFuWzayz0hS3uMRlsEadvuvo+dWR8o60BdgbCOrJAo2ef87iYXL1xlZ2eXwWBMr9dDKrUq8KSUVFVF2TRA80hcfZrnyZhdU3iUrUokMcB6BEmaUwlDv68Yjwbk+YDQOPJkSJIt2TonsQ5u377LcDzk6jPPkCSa0WhMXdXMZ1Pu37vbTksMjalZzs+6+1VVUVXVatdPEANy0xgIRMlr71tKF9HEucXsaj8l8tFaXxBWH26tk9XPKlBYH+J4o5V///o3vsazzz3L1rkdxhvnsN6SFCmDjTFFr48QrRALlo2dnBdevMAbr9wn6Vm8BVOXTE8/wPqaNIPBUDE9PYw0v2aGWS3oe1Qrnx2cwDsw3mK9iRe/90ilotiCdwQhsEE8BrM1UjjKcklSlhyfnCKEYjAYMxiMUDpKIAt9VqCVtaUsG/J+Tm84RClNvz/k4sVLXLhwiSLv0ev18R6ssSuhksY5ltO4O/XzOEYlRHx2+0XtUxEaKVo8s45bEXErojpXh9utzTG93oi6CnijME6QZgN6vYyjkwkhRDqKMYamanj/vRvcvHmL+/f3WS4XBCJ2y0W5upTXhRe6eGqMjZeYaPdOaU0VpVzhtpsIqHZnKawJV/i4KBBjeKuzL71AqwSHwAuoZ1OeefYZvv6Nr7O5tcPO7gVqa0jzhOHGmLwXefSOQCMCqkj4/C8+xbf/4HWqUiJJwNQ0y5sc3j/m/O6YerHAzGfUy0NMM6U2TaSI+IhBJWI8dc5hvMNyNpnSHW6dAyEwPA63TbsY7RBCcnR8BECe9xgMxuhUI7VCmAbvopfbYllhrWc4HtPrD7DGsbNznosXLrO9vUPR65NnfYKT1E1cmPY+UBmLq0qEeKhK/QyOl6oVkXHtLqVfxVopVPx9OtXc+N9Ua4QN6DwBY+n1MgbDgiTJmUwbpnaJDQaQEBQCHxkQiaCqGm7fvUVR9JjOpizLMjY7ZUw0E6XWWCTRczEEompaiPTfWOR3OzFre3uh/biJiONu59R7H1XQ2p85EBux7ZoWirgb7ogCD42zDIZD/uJf/EvsXrzM9oVL0fw81fQGMfZAwARBJUBpyVd+9fMsFz9iOTsgk1s0taec3qCsppzf3SD4OZOjCdViH2tmmCZ22emSYyT4SD+zwWHCmTocUka6lPcfirXeexZL8KHGtf4+su3km8ZQNzVKZfSKAXkvByGQPhr0IjVVExXU0l5BbzTCGsvOzgWuXL7KuXPb9PoD+r1B+3zbXXfvWdQmigd85oh9Mma73HFV2OCRQKI12EA/1WAs/X7KcNRH6YzpxHJ6MqdxC3w40w+QUiCVJtFJS9WLj8ZErzrvHDbRKHlWHEkhVxMrWiTLlur/J8Usvm3CCRkFjWTErEAgnYhiGd4TBBjvSLOc3/y3fpOLl5/i4uWr5P2cJNMU/V7MDwAboBTRw/Irv/p56vqnTI/2KJJt6tpjylvMyhlpBr2+YHJ4SlMdYeoZxkZWTkzLYnwgRKaWDQ7bCnEEAkLK1foDQmB+Bma7wlIpzeHREUppkqQg7w1JswznXLT1EYqyrqkqQ9ZTFMMxIvHsbJ/n6tWn2Dq309ow9Kibbj845im18bgyirM97jxZGl3l4AyEqO5BaD1EtI5GsL7lhaPaDqhESk1dWkQwXNjY5bnnr3N8cszhZIYQmouXLrNxbpv9+YxLl6/xzhuvoST0i4wiEywXM5RUWNNg6iq+uCGQaIns9wge6rpeJabBefANWqtVB9da28r6tlxTIQndPLX9KMWFSYlQgtRJvAAnxIpm03H/ZRITLVTKX/5rv8Vf+a3fQqU6hk4BQmhskBgkXkVp8s4Dy9aW5z53kenxESf3bjDIdpiWp9z54BV62ZQLF3ZQCpI0YIxA0cNkGmGj1wHES6KbQsW9KI8NZxO57mtEm1yLELvAea6YTCYUhSZJFFnWIxD32pIkx/mA1jnjjW2ESLFBgEpI0gSBomkMSiU889xlvv6NbzAYDalrQ7msaRoXvbA8LEtDkOUq4UiShCRL+XmdJ2NW41upWEI75pYpSqax27lsuHT+Or/91/8tssxx6/Z93n7riKop6PVqmlLwpV/4Cv/mv/9dJtMZ56sKU1ccHxxTD+JC+OnJ0SqxNyZOUReLBbPZrKX9iLW9PoP3lo5WIIJvQ2jsjwXVXTeBIOJDtmILiZDtJEOs9gVVkMggqIVH5NF3x0vF3/if/W3+0l/+S+hEIKWO0uZCRawHQRMCKgSC1HF25wVfeOkyt966gS3v4axkNp2QqLtcf2oXIaExJYkEJXJ8oVssnmF2fZdP+VgMPIxZ12JWPRazfXRiaRrLoD+Ofg9eMCxGJMkg+q9IRZJqnPOYxtPLM77wpaf58le+Qn80oK5rloto3BcCWA/TeYUQZ3LfWkcjQp1+9t397tSqaHEb1ZYItGI1CUoBD+FWqhStMhZ1zWINt3nuOTya8MMfvM/x4Qk67VNVFdee/hx39w7wvqGsHVVV8cbrb+B94Pj4mMlk8kA3c73oXy+kvPfRXmIl19vVRwKkIsjov0TbnvJC4DvcSklqfUtjjL433geEBxniJS2UwAdBDbzwlV/kd/7e77B5bgOHRCY5jlhoWgc1nkTElH2BIhWCnYsjvvDF83z/26/QyzZoasvF7Zrrl0dYW4GAqpYo0ccXGb32tQbOWA7tI/kZuJVPiLUx1/ForTg8zLHeM+j3SZM+QSoCijwfYpq4pL6xkfHCCy/y0he/SFpkUcVwtmjfA2ga3VJVlqtGYty5SMhU/gCl8rM6tda0vg8tZgXBJwiRolSKW8sPYlJoWrPviqaqeOrSFX77b/xFksyxf3TKD390k3eW96irKk66vQB0bE5ZASHh4PCA0WjEfD5nsVjEIqo1j15v3XV0p1X3X8X8pLNGoZNPbxPUrlzqiibj3eoe14hVrO12uISLmE0SRW0NpBorYefqFf7dv/t3efGll/BILBJk9N2xwByPIuCFpwySxAv6ieaZpy/y+7/3XXbOWZblggvnKnq9AdYuEQqqWqPEEGvz1qPw8flBErLVr7uJxKoB4FnD7JweCWnSQ2YJAY+SMUOyJu4RKZVRFGOciHslOlEEETE7GEXMfu6lF5GJxjvPchkb3iFAY8AvKoypVu+TEII0T1Aq5+dxnoRZneR4Z3Eu4Ik+U1JZpEzxtmY5L7n21BV++7d/E5U0HBzN+eEPb7Nc3MeYGjgTK/G+3c9D45zFWoPWCt804B3BWZBRpQ7aaCk8Ak1gDbMyfCzMJlKuYVacYdaH+Gculv8NgWI85G//u3+Hb/z6rwMKqTQWgY1DepY+oIiNpVrEdZVeovjcc1f4Fy//G65cClTlgnOjKf0LGdY2COmoakGpClyRgLOr4vln5bQPY1Y+BrMiTRAi7ux579A6Ic1SrPNsDkeopI9DIxNJQmS05Fry0hef4fNf+iJ5v/chzFaNw7glxkTVvjRNV9Y6efHkvPaJ2YPwkZNoTYMQIS57CgvSRu46KpL8ROzoSWkI7Td20RqGPM8Y9AeUjeUnP/4xxkOaJkznM9I84+LlSxyfnBCC59zWFtZYnLVkWcb58+djci881tWY2sVF5Pmc2Wy2coZWStGYJlL2/Bmdr6PyRZPRB/sgZ3S+NhldAyXes7ExJpGKW/t3yAd9/r1//x/z7IsvYm3N9PiQrc0RFokRASejaiFtb0MQEMGTCsgUjHuKt++/xSw54OT0iI0RJInm6Phee+EKGhODjjE10p09mXUaTQc813ZL16kntuXqohKOjo6YTqfMZrMVhUxrjXVLtNLM59HjQMmCPMsJQeKDx1gDwaF17Ib0egXPf+45DifH3Drep98fMZnMONg/wloPSLJEI71hsYhmZt0O28Nc88/qPBmzCSIoRJsQhgBKJ233zrfd5ZKi6NHrxcRxa3OTl1+7idCS+WLGeDzi0sWL3Hj/XQ4ODnHOcXxygnWe09PT1VJnN3pP0xRr7WrR/kFqpkMItcJO7MbCqivwUOvuYcwCK78nEQIb4yEaya2TfVxtGW6c4x/8w3/E5z7/Iot6wbwsGQ76gELojLBaxo0BGg++rMiTDIyjnO6znBmcjZ8lpyru3PsA7y3WNrhgMKbCWhMvhfDgc+0w61s6yp8Us0miCdTtngKcTiYIBP3+IBbAtpssQZSyjV5LV65c5mB/n/3DA3pFwcnJKcfHJzgb5cWVkvhgV67zP2/MwieH2yyzWHvEuXNbvPzKDUQmqaoS5x3j8ZjT0+O2aJIcHR1hrWM6nT5QMHRnXckMOKOSyNhB7ZabY2ewo508SLHu/n6H2+Cj2XDw3V/xbI7HKCT3D+6T5DlBJfzVv/rX+Cu/9ddRuebO/Vtsn98lJSqMBaGi0JmQuBDjbREC0hl8Y5gc3uX2+69w5eJ1nAscNFMik8KC8KtYa60hePHAc/6kcBsbjZ40Szk9nWBtFIXJspzKdTsMYZUYpWnC7u557ty5jdKaLMs4ODxiNp21AikKrRXOmxVugVYmuPfAbtlndZ6E2SCigqEQ4QHMBtpBpBCUZUVR9Egyi3fHnN/Z5qc/eXu1G9IV8Ctqk5SUZdyXms/nGGNa2XS1ovit06Q6Sn4IAalbzzbR4TF6Ta5+locwu6JVd8+jfd7dNGNrYwMtFHv79/ECzBJ++etf4+/8L36HjXPbHE1OQQoGoxFBRgvWKNfQzpWFoBcE0jpcVTI5usudD14lCTXewaldcDJx+NZ+wpiaxlTxte4c0/no+YH3URktSPUYzCZtYy82m01jWcwX9PtbZFnO0tjHYnbv/n2ClKRJwv37e1R1nLiKVl3ZunolghRCIMsy+v1+ZAB9xudJmEUkIBRCRbPn4EOL2VaBVCvKqiLPCnSqcfaU8+d3+NEP3yTQMQfkA5hVMvpAdbLoWmvyPF/lrR9SQxVnohFSdXH2k8XsyckRHjDW8qVf+gp/62//bS5ee4qT02Pyfo9U5nipcULhQpx8+ZbZkyNQeELdcLJ/m7u3XqOfBgiSiZ0ynXqsa6L9hGtoTI2zDbG/dkb7/qQwG9lnjoAj0SknJyeEAIPBgNoJjHVAnIh5H+j3h1y4sMvJ8THh9PSRmJVSUDfl6vt0u5BFUTyxafXEzGF7POT05BC8RShPwMeuhHBYH/mxUkV9/SzNGW+cQ+uEo8MThPSYVslsMOhzdDrl+OAQLSUbozGmaSjrmqwoGDoLAa5euboKoE1Tc+fOXZSWpKnE2BpnAt5F9ZHFYkFd16splV2NUN2HEtc46nxQLnKlyy8kkraKb6Wfgwgs5zM04IOjdg0Xrlygqubs7d/l9OA+6tpV1GiMH2wQWs6rQMXOQPAkISCN5db7N/jeN38P6XpkueTyxRShG4yXFL2CgMdaE4Nu6NM0NTRRMvtxwHu4iu+6pcY6vJCrjvv+/j7Xr19na2urndwN0Epj7T4hBPI8Q2vNaLSJV4HJdMJ8vmhHopKTk2Pu37+Lk4pZFXmow8EYLRVZkUfTWRGpDr1e74Hi9mGJ+c/qfCTMak2aZgyHY7I0RycJr7/xBkmi+NKXvszpyZTNjfMkWpP3JP1Bzsl8RlWVnJyerILWdDojy3pMTieUZcWtW7fY399f8ZbLsoxL9y4qHK5LRHdJmbXRVPWM2tUW5UJEBbrHYLaj9XjRMv1EoFrOkS7QKxJklnH58i5f/PzzHJ4ecjQ75sLli5we7zGbzdg8f4liuE1Ax46tiIE/E3DnnXd47413qGdHjIo+1jmKvsZRtNSdBB9ShPB436dpDM6uYuWHMOse6vB/dMxqpIpGfIIEKTRJGt3Oe0WfUV5wMplQLsvVBXZ0dMidO7dAahZlCQiGwyFaadJEoXWKlAIX4p5LkiSri+7nhVn4ZHB7cjLlyuWNdjk/ZzjuM6+XWNtwfHxEURQsl2mkJ6mEW7duMR5vMJ1OV4pO3ekS0/Xdu1VyKyWxW2Zw1pEkaYtH0bJO1/agHo61Pnb5Q9s7kFJSLubIEOiNci5cvkLRH/I3/vpfJu2lvPL2q3gVuCC3KZfH2KDJizG0TYggQHhIG8P7777NO6+9yuTwkBef2UZQoZMUZI6QxA6xaxiq7FPHbUyAfIutd8mznDTNyfOCfl4wnU2pyhpC3Lk4OTni3XffQSUJi7JC64Rer0eapPR76Qq3QbjVQvp6UrHu9/VZnSdhlhClvXWSkGU5RdEny3KSJOWNN94gyVK++OVf4PhkwqVLY5QU9IuM4aBgNj8TVuo+l+uy0R0Ou7u+8+6J5ppnn+P1pXvlVZzuh7brTyvks0ad6s4D31esMQXaWBtCoFzMo9AKlvM7O/zCL3yF3/pbf4vR9jk+uHuHH7/2Cl//xtcw9ZTaS9JiBOosMVcBEtPw/jtv8+bLP2V6eMjnnzuPVhVap6DS2DAIKVVdMVAp3hdxAmLFR84PHmgCOIfj8ZiNeFVA4ORkgpRq1QDIBynz5eKRmA1SMpsvyLKMJEnJ84Ksn0fMqvgB7TDb7QH/WcSs9aqlHkfM5nmPLMtJ04y33nqHLM/50pd/gaPjUy5dioaug17OoF8wnZer92O9GeCcQ6uzwmk9lnSK0g/jfBVzvWyNYj9ZzJb1gt2LF3j+hRf5O7/zO3EC5SyvvvEau5d2eOaZ69S2xokUobvYLtEhkBnDjXfe5s2f/oTZ0RFffuESSVKTpBkuJMS0JKVpKoTM8L73qWK2rR0RIu5ICgR5XsSHLpjOFjR1N7MOTKen3Lz5PirJmC0ej1khwwN34LoAyOPOE4up3/6rf5Gf/PgH6ESQFinZcMDTL73EYGOTrc1d8qwHRNWToujx8suvMp8v+Bf//F+gcAxGA5ZlxbWdHXRa8P6tOxRpRpakNI3hdDpB4amamiQEdHsZe+/Z2NjkS1/+Enme4X00bAxOMJ8tmM/nTCYTjo6OKMsy+jtZQ9Ma6nZJa3c6es/6WXW7gKTze5Iymtmahp2tMb/ylV/i0rPXyEcjjg/3UHnK+fPneO+Nn/BeM2f76WeiI3g+QEmiekgA4Qw3b7zPq9/9Id7OefrqefrZBsYIZAroBJVuxVFny6dtmujiniQKkcmohLZ2eXfqfSJEf+mHgaeUIknBhkhveOaZZ7h16xbnzp0jTVOMaRAyCm784Ac/JM9zLl26xM72RbTOGGyMmS8X3L17l9PT05ZKonj//fcYDjfo94YcH5+g60CvGDAej+j3hggFQfvVFHBdlv7nIdf7JMxubuxSFD0IosXYFm+99Q7LxZIPbt0CD9evPU0IFdPpnNFoxGRyQlEkHE4dQgROTo7aC0FTlQ2DUcHR0RFZnuO9ZzQa0TRRKa4oipXYRK/Xe+C10VqTZUns3ArZJnRyRfNDnE2durO+fJoGQVXXpHlGoiW+abi8e57f+PqvceWLz/HezQ+4dvVpfLXgX/2Lf8av/eafI0uhygQ76QazxZS8GCBlTif/enR/j5/+0TeZH5+yvbHBC89cRoiA9Q6darzu4YNrx/R1u7toSFMbKTmPwaxqO/yPxqzA+ECe52xvbz+EWROpJyrh+9/7IaenE7bP7bC7ewGtUorBiMFwg/v377FcRvpTkihu375J3hvQ6484PjqiqWrG4w02t0YUeS92tKRbXVwPCwv8PM7Hxe37t25hG8MzzzyHcCVlWVPkOT4s2dnZ5PSDCYiwMt5NkljcZ2lKWZZoHbvDXRNkvavfNQW65KeT4Q2CFV4jHjsDshWRY/Vzrfj97Z+mLhqoIwV5nlItl+xub/Hv/Nv/Nv2Lm8yWC85t7pAnku986w/47373n/Mf/kf/ISE0pEpSLZbMraPf30ALjQRODw/53u//IbOTA7ZHfZ6/ukuUbxAoneLaBNE69yHcBt/tI3w83GZZxtNPP/0h3Mb9HMXdu/d499336PcH7OycR4qUfDAiz/vs7+/RNM2qEbC3d5deP+4C3t3bZ2O8wXi8Qb8/IE/z2MBKzvwOO1pmCA8qDn5W52flB0Xe7rS5wHi8yVtvvU25LPng9i1sY3nhxZfALSmXNf2ix5E/4fz2FqeTk1US03WDu/3gKOqRrPDaNfGUUqtiqnuP1nFMB9EOp+GsIdW9ht1ZKQRDuxXXWrBI6BUFzXLB9saYb/zKr3DuwhZCSS7sXuLo3m2cs/wX/9l/yl/+G7/FsF/Q2JLa1swmRwxGW4gQO92nB4f88A+/xfz0kK1BwXNXd7uNnTgNSaJVQswNqlbBuMHaBOHkKhasT0uflB9470l4MmbVahVC8srLr6JUwnA4JklSdN4jzQqO/HHLRDjDbNEfIlXK/Xv32dzYBA+D3oCiKMiylCSPimtdDKJ9PdebN5/VeXKcPU9RxP3h4AOj0SZvv/02y0XJzdt3MY3lC1/8MjIsqcqSQa/P0f4pF3e3WVbT1eS+Yzms8tA2p+2YKv1+f1VcdY28DrOrxpOUrTBGROGfBrN5noExDLOcc6MxX77wEs+/+Dmef+4Fbrz1Otee+xxVuUDKwPnz5/DBMJ3NCCqn19+IxaBUHO/t8eM/+Cbz00PODXvsPnUh4k0qpE7xetg2nyxNk6+0DZxLwUbmyieN2e5nTpKUW7dus7e3z2g4RimNTgs2ximTySQ2wIwhBM/x8SFZ0SeguH3rNpsbm4w3whpmM1QqHsjX1gU7HneeWEw9//QFrlz4TVCwbBrGuxf40q98DZEWWBPfMmMMVVkjpUbpt7l85VzkaXbFiYhv6qDXZ3O0wZ1bt1Ft0XR8eooIlmAtw8EwjgonU4bDDZqmiYpS3kYVKG8QQa2WoldTJ7pK96xaXzc+i6BrRTIecQQgfFR2E1IiZUApybBX4E3N8c1bfOlXf5nvvvoKv/rnfwOhBN/49d9glCac2oaZrcCnSCSpFCxOTvjO7/8+r/3kZbb6m2xtpXhbUTNFyAJQUXo0lWR5QV3XLBamfbPiUrE3huDOTNnOphgWR4iKX+1ItANfVOuBpqWQhBCir0tLiYCA0p733rvBdDpd/dsXL12iyPs4AaONDRaLJcfHx+3IH4QEW9d4mTHMe2gfWJ5OmR1NSJOcfFCQjrPV91r/UP88ePxPxmxACo0xlnJZxY660uxcuIDUGls17O0dsHtuxOnptC12DVmuW3pNxa1bN8mThLKsSINkNlvw/vvvc+HiRebzOWVZrlGfWHnTdN2Y9RMve/noYop24vSY09TRYDDuUAW0hKeuXGZ3Z4vF5Iiv//IvcrJ/yn/yf/u/snP5Ak9dPE9tlowHPUztuH9wxGi0RZpKVJD86I+/zx/99/+GoZCcP7eNcDWm9igFKlVIJch6vdjhKkuaJn6uXCuMYk1LAXkoWFprW+LI4zAbcEG0E+zBqgMU3dgDSRI4Pppw+/bdSJCRmgu7FxmPN7EofIiT6slkgg+upfA5qrJEyYQiz3HWcnpywsnxCVlW0B/06Q2LB5KydXn6n8f52LhtF5Hv39vj0vlNJqezqHTmDOONPvbdGiECp6eRSm2tJU1TvA/M5wukVNFLw7kVVazbN1mPo+sdf9HGdyG6Tt36gwcu/AdezwCNMSglSNMovZ+nms3xkO3tLSoapLAMeyl/8K9/l//Xf/f/5h/8439Iv6dprENIzf27dyj6I4ZpD609N956i3/xz/45ygh2z41R3uOaBi1BJQlaQdbL8Y/FrflYuHU+YAOrycg6brufWynFm2++GSV5dcbFCxfZ3b3CsnEorZnP53HvN/i4i4JjOp2wsXEOraL55N3bd7h/9z79/oDNrU16o94q1q7LKf88zsfB7PbuLlJrzLJm/+CQC+dGTCcnGNvgbcPW5mj1c603Oc7oU6xo0+uU3HWaZvfr7jWKeA2xR9VN9cOquvrQeaDrH6CpTYx/aboyNG3KBb/6tV/Ba8v/j70/+9LsOs87wd/e+8zfGFNGRI6YB5IAAZLiBJGSKFGebblku3zVF72q+qZX/yF90716WKtrdXV39arurnJVqVYNtqvKlmRbnCyRIOYhEzlPMUd885n33n2xz/dFJIhMJhIgIMo+WliEMCQiv/jFe/Z+3+d9nv/3//M/5fTGGb7+9Vf44L13eOzsGb78wgtY6/T6gVQMxgO6SYtA+ezducN/99/8ESIzrK/08Kx75/tKIJTC9yQqCTAWsqxeHOZM4+5rm+Dsk9PShzkfPByzkr29PbZ3dpBC0W51eOyxpzDSx/MD0vR1BoPsHmbT2YxWS+EpRVkUbI3G7DWH2l6/T7vfWvy3Ppyb+Fk/H5dZpGMW5YKQ9w+OOLPeYzTcp65LrKlYWurCTRbTUCEEvV4PpRTjyWRhwuMurGpx6Zo/J5ukJ89QnxazVtfYqgTf4x//439Istbij/7r/4qf/+QnfPmlr/LUk09y9dp1XvrSCyTtGG1KVrt9RtOMwFR4GPbv7vBH/+U/IchhfbXv6myR43tOFucr8FoR2mjS1HF/PH0y2No4M4dPmVml3C5plmVcunQJcBPsc+cuEMR9jIVLly5ydHSIMRrPV9S6pJoY4qSDJyVlUbB9d4v93X26nR79pSU6S+2PnEY9iNkHXqaUSIkCjfA8Sj3vXoZURiGkYq6xsEJiLLQ6PU6tr9PqdEgnY6qqZJamlGVJr9em2+kwm06RvpOoTGdTwkBxtH/AqdVTVGXF9vYWZ86co65rbt+6TpLEzNIxRZkhrCKdZWRZxmQyYTwek+c5ZVlSVhXGHi+Vn+x6WHDZT/d5QuvR6XWIIg/QSBTj0YD9nW2eOnsWPZpwquPkbTe2t7hw9izCU0z27lJKQTfuECnJ3q1b/N//z/9XDu7cJVA+R0mfblfS74b4qoVULUSgUCGsnlpBKUWW5UwnU/K8oGwytETttro/LLExxjijjBO3+JOyMWOd48q8M/Lss8+e6GBaqrpwwZFAr9cjzTJ+/uqrPPnkM2yeO0+cJKyurrK/v0eaTqnqgjgOCfzIaaKjEF8FrC+tOPvw0jkLzgNpfd8niqJFx+XzGOM/iFnkfPztpBZIRdJusby8ShCGzEYT7m5tc/7MOmWREiURnW6LIOlz8dp1lHKafU9AWVZEiSLPC3Z2dwjCkMlksvghX9iQSnnP96koihMvfIurqfMLqCuWsjmMaj76B1cAUguCyC1E6rrCs4aL773D7s3rxGttkihgc+McT587y9d/89v4tmaWz/DjFne3trG1peX5+FLw43/zb/ij//K/oEozuq0Og/1dVnpdfCmRvnLuY77H8vomCMjSnDRNT4QROydIex9m3T7i/Zktar04vD///PMLZp2kTHD16jWqqqLV7mCM4eLFi5w+fY7T5x+n3WrR7y8xGAzI8xnaaFqthMB3jQsaR6VTp9aZZ88Y3PdhLg1yo37/nkvVZ/08KrdhHDE8HLCzs8eFsxvk+YQodtyqsA1YjNGk6ayZKGriuNU0wdxUfzqdMp1OieN48UKffyZaazzPW0xY5xcpGsc2ucgrmb/o79k+/YUnNIpur0MQ+KRpjrKaK5cu8n/7P/0fSaOKL7/8Muc2TvMbX3mZ8eCAL3/xeWpTYmqD9AIm4zHnNs8TCcPdKx/wn/wf/vfk05xWssJ4L2K03HUvdk/i+QHSD+hvrH/q3FqgqM1iGvLcc8+d4BZ8z2d7b5ujowFhEBGGCVeuXKMsYHXzDGEY0+32mUwmzK3h4jjGGonvefjKo9tu0zvTxzSLD8rzyBu78CiKFrX28+L2UZn1goCsOOTWnbs8fv4MRX5Eu5Ww1K8Jgg5vvnuR4XCIEKKZnnp0u12qqmKWpgShy1eb7/p9WF4OLMwOoNljwe3HSOk1B3q1aFx9VJPr5COtpNvt4Hs+WZrT8hUYzR/9F/9ftF8yHR+h1jfoJRHK93nq+efxpCCvS5RS5OmU8eEh506tU4xH/Of/yf+FW1dv0m2tMdwNGSz3CD3nMiyVhx9F9NaXsbjff5qmFHnpmK1rRLN/Mj+YPuz54MHMWjwvwJiaS5c+QApFqx1xNBjg+1uce+wpkqRFp9NlNBo2ci7HrMBlYCoh6bTanNk8gzFu70gqRZZlC2bn/+3Pazf1kc8HUcThwRHXb9zkmSdfYTQUtNttlvqQJCu8f/nyPbunVVWxtLTkLgvGKVF83292euyC2flnobVeTP+PG1aunfNJmS2y0u22Y7l26SJqS6JsTeIrVjttJvsH9JKEThJT1k5ia3XNe2+8wRefe55enPDf/mf/Kdc/uEocLDHa22G43CUK3GBASI+43aK12scYZ+jgGlfO7bGua9AWzKfPrNEgJWxt3+Xw4IggCBFCceP6TR5/qk1/eYVer89kMsai0Nr5MSgVYI3FU4puu8PS0vIJZt05b95gPLnf9siXqSQO0FpxMBgg8BDWUBUV2vPQtTOGNcY09riwtNSn1WrR6/UZDYYUoiZTBWma0esYPAGhksjmZTGdpfhBjzt3tnjuqWcw2rB19y7Vl0uKPGMyGTPLZlhqsmyG1YI8K8jzjKxZqq713KO+WtxoP7z/4Nam7n3ZnPxQhBJ4geL06Q167cTJO6oCYS3FZMr2teuEq8sESrHcXyIIY3b2dnjnnXf5xre+SccL2dve4f/3n/9nHO7t0E4CpFEoAaHv00ra9Hpr+H4X4XvgGTzPLcRFQUy0EqO1sxwtihJbu2U4Z3/bLDw3lptGuMBIbU44n8w7q9CYecLq6irtdpuDg4OFvv7gYITWliAI6Xb7rK2dxlqPSx9c5p2LH3Dhscd54snH+MY3vskbb/yc7Z0td0FqJVRakJuaSVZSe86e2g8TfCxC6sUl9uQy8OdRMB/MbO1cxMxx4nir1aLdbtHr9tm6uc329i6tVofZbB9RlPhKIqSHpxRFVbJ/OKAsSvKipG1dZ/tgf3+ROJ5lqVuyZy5xUswzUE7uoMztU9006rj7JJugXoRwi8YnnpNdV6kky8t9vvc7v8XG6gq2KkiHQ2bDEXcOb/Pem29gspJ8OmRv6zYygkpqOp0lNtc3SCKX5P32a6/y3/83/4RAGNqdBCwEShDHEf1uj6Cx9bVSQGPZ2m61abU66Fo3e4sltS4wplna18Zlb5h5b98ZZnwUsxZoCVekTp06RafTuYfZssyYzTKk8IjjFqsrG/h+i5s3b/P+5Rtsbm7yxS99gZWVZd559y329nZQShKEAVIE5HnBZDIljlt0uz08T6I8RUW1OIid1K1/Hg0AeHRuu50et6u73Lm7xfe/911m0z3KwuArSScJaXdaHB0dMZdjF0UB1qKEIE1TWq0WYRhQ5N7i++VeKvfKSY6nTU4+N2dVNj/z7jkp9Vv8y4s/FULgBz6tTou/8dd/n3YrIh0NmY1GHOzuYDuwc/c2P//Jj0iCmItvv8nyWo+VM2tsPvYUYRTwGy9/hVCFXH7/ff4//6//B7Ku6EQBnpTEYUAradHttNxLMAiwjZOrvS+3+cI6et4VvYfbEy/5D3MbN7V2fX2dbrfL/v7+Ypqna8tkPHUXqyBy2SWdFW7fvctb733A6toaX37pRdbWVrh06T1G46HLU2q1UdIdqkajEWEY0el0AUEQhVjlJH0ndyxOTqk+y+eT1Nqb125z9+4W3W6fw72bFHmJJwTtJKTdaXN3awtwrpJRFJIkMXkOpXV20WEQUsf1YlpjjAWrMXI+xWJx+BFNpqCksZpu7KYFx0z/wv3/5BpAENLttfkbf/33WV3q41nDYHeXwcE+w3SP5aUe49GAmzeucmtrl9bqGs9+5WW8JKK31GdteZnlXp/J4ZB/+t/9Eft3b9OJQjwhCD2fVpzQ77ZdlpPnIT0foxx/7VaHVjJn1p0PjK4wWh9z2xhDLM4HDbNGu52/BzF7cHCw2MOxFrJ0tnDybbX6dDorTGYzfvyTf0t/qc/zzz9Hr9fl5q3rjEZDpBREYUxdC6QomE1nRE38hBCSIAoQ/rFRzYcnhp/188h1ttvjRn6Lra0dut0+W1ZS5RW+gqjTYmNzg4PDQ2rt3u95UdDtdZASZqWzgY/CcJFHN5+GuzP03CUClGx+jps9fMRcFaCcnfiiYSUezKzv7Nv/xl/7fVaX+yijmQ0GbN26xejWPkWRYkrL3tZdjgYjvE6HUxunyExF0mnTCiK+98orTAZD/uf//r/l1uVLtPwQJQSh75MkLXrtxEXj+D5CeVhlMRK6HZ9Ou0tduUa7200tP3Vm3SPRdcV4PAUhCcOIlVUnp37jzTeJ4hZPPPEY7XaLW7duMJ6MUEqQxAlVCbl0MUGtpE3SajtmwwCj5ryyqLEfVrx9+HngadfzV8jzQwLPR6KJpSGyBquhbgIWtTYuddtaeqFPJAxnT53hxgdbFNZd9o+GE85trLPe9dnbHYIfIDRMp4a4HTKY1lRaIK1hsn/Awd07SN9nZbWNlYq0yDFSMB2PqawLbtTCIHyJLa37cyXwxEf/diQCaT/0spn/IAtL7hVUZsZzT5/jG1//DYo0Y5qX7OwfcuWN13j1yvt85ZvfoHrNMM4z4pdeopNEfO2FF9GjMa++8SY/+clPMFWGlxh2jg4IhUd3MiJkBZOXDA4mzopRgOd71NpZ3hptwDpLeYHEaEthJxjqhSWmtcYt0QlBpS3aHGv84diu1xiL8ly3cnl5mbquyfOc4XBImqbcvnmL4eEML0jwQ4uREStrm/TXz3O0d8Slixe5fPk6zz77FGfPPMbh4ZCqtAR+TStuMxyOKbOCw1mOWLH4foixFi8+fqHPofsoWdtn8TyYWQ9Tz5mVmKIkFhKvrjm7/hhvv3aDvIbDaUZaCJIwYimQTPOC9Y1TXL52k7rymA5yMu1CjuMQinzCwf4OSdJCV85a1Tb6YKlc9973BdKTnLzTCySYJkTQGie585zNp0Cg7IdkLB9iNqvGKFHw+BNnKGYp4+U+h6MRE5nzzsV3+dnrP6MoSt669i5hGPKFL36B3/z+X8cL29y6+gHvvvsuH3zwAZUtOBoeEgqPnvaJsew1C8Zxq4UVID23PGvs/ZnV1ItLo7WmMTJ5MLOu0eGmUsvLywuzjtFoRFVW7G3vsb8zoKwsnidAxaxsnGV54zyDwyMuf/ABOzs7PP3MU5w/d57B4AiXXK/xPdlY+VcMjkZY47p7ypeoSCw6gSdNKD4vydSjcnt+80nefeM207wmM1ATkkiPMBRM84LHH3+Mu1t71Fq4rCoj8G2NkDXj2lKW+WI6hxWLSVMcJ/fIKk5O+gVqIY2eu3/OQ7GxAqGPLWSPZYCAsKSkTEtFng/40he+wmSYMC1WWTp/jlvX3sKWOf/63/xLZHOo+cG/+hfEUcx3f/9v8cTzX6aua37+3rv89Kc/ZZJPOJwNCZD0zYxcrrBTpxweBsRtV2uV8twL/D7cZmbsau1it8suuK21k6Ce3KdbSFAQCOG4WVlZWej/B4MBvu+zfXebSxcvM8tKoiSiNB7J0hrPnTrHdDjl2tUr/PEf/ymPP37edfvHI9I0Q8mIIGmjpEdRlUwm0+brEhRljp8cT1FP7lx8Hs+jMvvY+hNcsreZTSqyUmMJQdd0fUtaFmycW+PKrevUtSBQPkU+A1vQiizl2FAXblci8EK0MfhegFSKwPfxlIcQEiU9Nzlt7PuNrbG2dq5ixuIFuFprtcvfOaFckfKYWQtkeso0hWJ6yPrT55hNZvROr+MvL8GWYjSbcWd/j7t/8s/xpaKuat796Z/x7Mtf48VvveKcGff3+ZM/+RPee+89BtMxgVB0bUqlVtjdyTk6+hCzVmOtQNf6F5jNzRj9IWbn54NHYfbo6Ajf9xmNR1y6eImD/SGeF9PqhHTX1jnV7nI2rbl1/QY/+LMfsrF5iiiMGTFkMplitE8UdAGPvKgZjSYuOsUa/NwnbIeLycLJ6eGv0/ng/MbjvMtNRsOUbFbTidfIpke0PM00H7B5/gyvvfseOQrP9xjnOe1+Qrfns7c3QikfT853+BTK8xyznu8yoMSxUY82GixIJZum+jzY1zVgtdFOnXLCVO1eZi2pnjKZWcr0iFNPniGdpbC2wrl+l+T2dW5dv8Lh5IC/eO2nTk4fBLz10x/i93r83t/5O/R6PfKi4H/6n/45P/2Lv+BwekQofXp2RilX2DMZgzAgjGNoXAd1w9inyqwVCHl/Zsuq5Pq1G1y/douygKWVZaLuCv3VddbPwN3bt3nttTdYXu4BUNcVw+EYbEgc9lGyoKpqRuMpc1dr5Su8WBHHMYgQhItSqudZtfdj60HglVVFnruMAOlJqrIELEq6gLiT64Pz0V1dVZxaOwVNF9IPFGmWghR02h1GozGDNCUIAgbDIUGSMJlMXbJ2VVDkFdevXmXzzFnef/tdpO+TlQV54UaGzrO/CaxVqtmfct1woz96odEiqO3xgu6i+9/gJ2tNKBXXr1xh984tequrGD9kkM5YPnuGjaeeJNWGyc4eeV3B5atsnjnjloyFx9Nf/DIvfePbeJ7HaDji4sX3eeu119i/do2iKGl3u7S6LXr9PmHgXoZx0CEO3UQqS3OswcFlXfE24lg36qxx3e5ZWpQYIU+Ad5zrYy1YjncgtNbEsdsNuXbtGvsHB9RaEwg3OSrKAj8IMEZw9uxZ+r0eb739Jm+++RbtdkxVVezu7hEEQ7rdLljhrCpNTZpO6HSc7WdRFIsxdtrIOufZH5/183GYFULgNx2pzc1NvCBASMloMsboGqkU7ahNZeHU6ikC5ZOXVWPZ7SyW+52E2bRkOm320PQ8cd5Nm5QFqxp5FBatq+YlYpDCQyy+IvfXlHY7PwiJPvHVnjzon2T22gcfsHP7Jsvr6xg/YFwUPPnc8zzxwotIJRdW7UVRIKUkNRIPCLo9fu9v/h3+xt/3GY/GXLx4kbdff429q5cbZn1a7Ra9pT5hEOB5Pq2w5/YYPyGzxzsq7sBgrFwwW9f1Yqn84OCAg4NDZtMZXhATBuGiaRDFIZubp+l1e7z9zpu8/vprtNoJVVWxt7eHkkOSuI1tpudZIUiq0Bk5YCiKkynrZjFJ/bzkJ4/K7enN00jPZZPsH7pwWCEF3V6PyoxYWT6FwNVJ3/OohCWvMnrtCFnVpOnM1Yq6QkpnNSuEWrzE5wefuawCQOI1XX0LwuDsrx2/FsFJ25lf4FYbAgRXL11i5/ZN+mtrGD+gsHD+2S/y9EtfRTQHyih0h+U8zwmSDjNtkMrj5W9+m2/+9u8wGU8ct6+9xu7VDxa1Nm4l9Po9J1X0fNpRjzhKPpLbWT3B2Np1QxsW5rsPx9xanAWvMwSYH0yNkQvjE62169I2GvzReMRwNMRaj/5ytNiJbbVClpZ8vvrVr3Hx4vtcvnwFpaDWJWVZkKYFSexiJozVZPmEVjskiiIsrtHwl4XbR661p08jpKQ2moPDQ4RSSGHpd5eoj4bHzOoaJSUWQ1FlrCx1mGbOatlKtcgMnO9lCAv4Ta2VoFSzY2TBmAqzOAN8uNYKzIkLqTQnmioCfHDMXr7M7tYdVjc3qaVHbi1nzl3gG0897bJ9PI/ID52iJS+wQUiBa+BsPPY4//H/9n/HcDTi8pXLvPbTv2Dv+tUHMhsGEVo3v9aCWcGsHn9qzIZhyPLyMlJKBqMBBweH5HnBUr+zmCT5vkcQB3zhC1/g5s2EGzevUdcFFk1VleRZhe9PkcIpEPIcksTHD4JGVWQWzZi5nG3eyPqsn0dmdmMD5SmKouTg8AjP81F+wFK/Tbl3QK/tu3ggIbHGkBUziiJjbaVLVbqdfi/3yHNnGuX5vpuCeMcOlB9289NaU+qy+f/dH+4yVYEQ2BPT6A8zG0pFJD0uX7zIwe4262fOUiDIjeH8+QucfvqZ5vfn4/nHLplpXVMpj9xK/FaXf/y/+l/zd//wP+TiB5d449WfsXP1mNmoFbO0vOyccoOAdtRv3tGfIrNWoI2Tu853qubMep7HaDJif3+PyWRKEnfxfBdTJIXA8z0ee+wJklbCtWtXmE7HSOXOQnW9TxikH82srUnT4h454klZ5v2eB1bgLEsbRxC3kDwcjaiKktBzneeT0M0lTEEQ8MUvfYn/5Y//DCE1YRzhCWcicWHzFOtlzd7lW0gpmU5myL0DrMGNjHVBmtW8+/Y7rK6c4sLZcxRlRZrnZEXBLC+paifrM411rdYWUBhPu9Tnj3gMLjBvAd6JZT0BtEVAojw8IIpjfvv734NWi0Ga0+8t43kOfGMFQioMAqSgrstm+c6lXFdYov4qL3zjFb72re9g0iFHR0dcv36Nna1tTK3JrcVgUVWN0Rm+5xOHEbrSeE0IJCqiNhVV4/Qnancj9lB4MnABesKNQms9P+Qcf5OrxtXwpH1sWZZujI0giqNmvynGGkMQxCg8NjY2OXPmNO++9w7vvPMmxtR4viTPU6bTIf3+EmGYgJTkxYxWO6EVJ7TC9qLrNO88fF47Ux+H2fklNAxDnnvuOVZXV9HGhZW2222KsuT02gaVhqWu4NTqKe5s7VAWBcZYJtMJS71jUwZ3eXS7JNa6ZV4/8FHKIwgDdwmzx4Gm1ohmqRTAEgQ+SkksGisEWhx/fkLKhYBqzmzL85HWEiUxv/k730W02wzzku7Sqiu2Jw7DC2WAcZlSK/1TWGEprCXoLfPCN77FV775LchGC2a3726h65rcgo/Fr2tM+smZNaZqPgL3RVlr72F2bjIzZxaB2w/xVLNb1ezkoYiWQ37nt7/H5SuX7mE2y6ek2ZhOp0sQRGidkhU+rXZIu9MBL7hHbvLhruln/Twqt88+/xynTp2iKKfUdc2p1VWq6YCk3SItKrptQ7fToygHzmnJuFDQpaUYP/Apy8KZoEhJFIdNo0kRhC7wNAzDXzT0McJ58jeXqTD0ji9TQqDFcRPlo7hNlIe0Fj8M+M7v/Q6y1eJwlrK0dhqXtdbICp3KBbOQakFd1aAUhQC/u8SXfuObvPzNb0J6zO3WnTvoqqbAoq0hqPV9uTUipNJyESIp3Nl6wW0tBIJjVz9rnYRMfIjbeZ3V2knP5429MHLNs/kOmpQSLwxQUvKd73yXK1cu8erPf4o1ONl6PaGqclqtVpMNWJFmQ9rtU7S7PayM/tJw+8i19vnnWFtfp6im5GXB5voppke7xK2EpKjotvWC2bquqXXFLJuyublEvx9QlnVz0RLEzftICEmn3XITVpoJAGohTy2roomhgF+stVCfaDifVAFIoCs9Wn6AshY/8Pnmb34b2WkzzAs6y6tI4QGWOelqsfMh0NZFToAgA8KlVb74tRVe/NrXsfkvYdYU+J5PFEboskYFoOtPj9njJqxz+0xnqdvnUQrfD+6ZJgVxRKA8Xn75ZVbXVvjZz/6cPC+RSlDonLIsSFrOHEXbjFpH9FstWp0uRvj3NFdPnhU+6+eTMHtqfY0ynzHNC55+4gy7t1OC0CeOQhikrC0vk2U7bqpoNNs7dzl/bg10SFlWC+OYMIrxAsdpHCf43vGu1Mn9zSzLFvtmxmiMqZvLVI0B9EmVy0cy6+M3deFr3/46No7Zn05ZWzuLkt7i35ufE4RwsmYn9Tbo2lAoieoFfPE3vsmXvvYbiHx6fD64c5eyKF1QuzUETcD4p8nsXNbo3CyrRcN1wWyaUjaufkEQukuuck3+SCV4QrGyskSv1+WNN37OdDoGBGWRUVflRzPb7lAhF3V7/tl8Imv0onALlEGoSIuM2bRiPBmzFPbR5jiBGY5ND7TWbGys44cBaTam1j4rK10GwyFe8BRxK8bznaXpre1DZplzOLl16zanlhMsEaPxiJs3bzppkXH606KoKA0UVb1YwhVCNAcvBy/2Xivu+ctGAqGdB6XaxVRLNi96YTW2qvCEoC4L3nj9db79+7+PSSIKPHIhUcrdeK2ZX8QkRgUoJaisxQrl8qowCOWRWotKluglS3zt7DOYqqbIMi5dvMjPf/YzLr32E3a2tjC1JvIDhLEoBFVZUtZlswNWN7pvtyj54osvsHnhMWrhJFIAWpvGmcr9nq04HpHO/zh5UFWeal44TlNea43UNQJJWVak6Yxer08ctxiPhxhTYUVFEAqKcobFSWWKIsXamrxICZIO7XabdrtNFEUL4D6PF/zHYXbu/FhVFesbG0SthMFgwt7BPuvPP0E2PEBI4brC9ZC15SVu3rztyo2x5FmJbgw/isY8xPcDgtDHGk50mWr3A67kYhwvhAUh3cF0ftPBXUCCIKLX7eIpF/CX5zn7e3vueyXdryG1wZYlgVJURc7rr7/OK3/t9zFJTC48rHQL2Ma68igWmmyJh6QUxy9X17N0TQf5YWbzjA/ev8TPX/0pF3/+5/dlttKO2brWi++7Uoovf/nLnH78MWo7n0SBro87xpZ7XStP2qO6DlKNp7yFOQK4ZoHyaqwAz3POPu12hzhOGI9HDbM1viepw4o/zwAA2NRJREFU6hSERgrJYFCgdUFWLBG1lmi324tD7knDkM/jeVRuNzY2iFoxaTFhd3+fZ58+x95siLHWTUrslM1T6xwcDNznimWapmjrdifdTtnYpccHzr0KDFUlnNxowdyxQ6cVLsMEYZvpo6EVRbTaMd1OF6NZcLuzs7OwsJVCIIxGFwW+FNRFwWuv/oxX/tpfYymJyGWAwVsYsBhrFgxLa/GEgMBzzSzbaMhx/P4itzkfNLX2Bz//k/vXWl02L+m6kTg6bl9++WXWz51ruDXNdMPl/1nTZLic4HZ+8Jq/9IvSBetGUbTYeZg3CIQSYAX7+/vNAcBFVziZtkUqTVFMqWrXlBqOCmqd0ctXaXc3aLVaC/OJ+fPrVGtPra8TtmKy0ZS7O9s8/dRZitmQUtdESYy04wWz89WQwXCE9B5nbbXPZDojSwsqbUiiCKRHEIZE0Um5rjP0EfN1BCMxppmmIpqpTEAUJywtLaGEC6HN84Lt7e2F85oUAsoKI8ETgqooeP311/j2979Pv5WQiQAjFKoxYLHWNE0rCxKUkJQ4NUwjV3ATBiEeyOwPX/uTRQM28gKEdTtfdXM+KE8wO38nvPTSy2ycP09t9UMzO+dWSkle5OR5Thx1SBJnSe/MFGp8z/WqZ7MUYyxhGFOWRfM1WBdia3LyokQKweGgoKxmdLNlOr0NgiBYXKZ+Hevs+voaQRRQ1QU3t7Z57vkn8aOY2uR0Ogny7pjNU2vcvrOFaRrc+wcHhGFE4sfMZu7Q3263Ucp3e0ZC4HnuAjD/PObvwPmZ7eTXYozB990ebLfbxZPyAcyWmCauR9cVb7z+Gt/6/vdZbcUUMsA0jQYh3H+TZsDgtkuN25EOPEpjUFK5GizUL5xpyyLn4nvv89qrr/6KmL1X9jf/LOZ/LZ25KatSahGjYIy7fIXCIjxBnhfUtSYMI7fTro3LkfL5aGb7y3SXNhbmE8BDmaY88O9KKdCVRkj3Q2CtpbZzGZP5hf23IAiYTqesrK8RhCE7exM8z7K53ifNMybTCVJK4jhk/dQp3r10axEwtr+/SzdZJ2wlaK25ffcO/aUljLFNflRNWrvLVFEU1JVLoXeXI4OwLun45DO/MCkh8Iyhbl50dV2D7+MFTtuf1wW6TKmrTSLrs337Nvtbd1k+c4ZSeljpUTdhqiy0qe5CZc38oOomV0hnVWytQOMhrKUEkD6ilfCFr/4mL3z1W9hsxM1r13jnrbf4tz/6Mdcuf8Do8IjAUyi85lZuqfOKuc3kZJbzRNLGlCUChTa66XoZWIxQnbRvHmocBAHj8ZhWq+Xyj/yAOE5I2h2EoAmThcT3iMOECxfWyPMUKQVvvfUG4/GQvEzdsnbtuzA2oQBFns84Gh5hRLTIT9jY2GBpaYlWq+UOZ5/x83GYlVIShqFj9tS60zpPJ1y/cYMzm0vUsymjyRhPeATKcP7MOj97tSKIEvLUydOmk5IwDtBGk2XHP9juvSkAvykewgUYNsYTSsnmMgPzS1RVVUglOX16kycfe5yW5yOk5J133qEYj13xDULnKlhm1OWMqtwkjDx2bt9m/65jNhcKM19kbSaW89+3NnahwQa39kIzBTBWUOPfy2yS8PxXX+FLX/3mg5kVPjSfs9Ylde1syrOiJAhiN2HCmXEoJRCi6YoaF5zoAmWd01oYhgwGg8UCKgLiKKbdai8c5oqiQAaKwI849dgp8jzF970Fs2VVNUnsGq1r5j+vRZFzeDQAldBut1lbW2NlZYU4jonj+HNhFh6d2+W1daRSHA2OuHT5El96/nHK2rmeKeXje3DhwlnefOcdPN9HN05gWVHTancZj8dNhy9bhFUqpTAleN7xIva8O+d5HliJNU0jVDbGIkbzxBNP8OTjj2Mz1+h65513uN0k1i+4LVKqAqqiIIx8du/c5WBri+UzZ8isxSjXHQVO7Ag66UxtTnI7b0qIhtvgF7n9yit86SsP5taTfhMmaamLvDHSkcyygjBqUZclAoNuTGSslcCxXGXO7dzNNM9z9vb28JTCGkun0yEMQ8JwnuVTIpRHO4nY3DxLXRfkRc4777xFls3QJqeqnCRXGqcKAMiyGYdHQ5R/SL/f58yZMywtLS06/p+HzO+RmT21gfQ9huMxH1y9wlNPniHxFNMsxZP3MhsEAbOpxdoarQXLp7r4vmLiZczSHCUlUnkEyncXFEkTN3Fs2z9X982Nf+YHU2M0GxsbfPmFF1C1C1d95513uD2dYY1BzpnNHbN1WRDFPrt37nC4s+1qLS6uwdLsJAq3A4sCYVy9FcKZmc2ZRSj0/WrtQzEbLAq6rlytNUYzTTOCMKauqodiNs/zhYLk9u3bTRSIppUkzR6li0ooyxJPV6hQ0e8v0+t1yfOMixffJU1nWFtR1wXGyMUFDCDPU46GQ4JoxMrKCmfOnFmcCz6vydSjM7uGH3iMZhMuXbvGufMbnF1rM949wPcU7Vhx5vQq9tWS0A+oK0We1YwnOWfXlpwqSAgXIi6cwkkqhfJCt0/leQvp5fwsMP/6Tu4R1XXF5uZjfOHZZ/Etv4TZFFNvoqxh6+atxfmgRGKlh2l+fSHnxhYc7xA2zsIC5aSPjTLrF8608cOdaR+V2bm8cX6mnU+loihiMByQZim6rt3qTBwtmgBVVVHaEmklvV6XdruNMZr333+H6dRgbPlAZpPDKRsbG6yvr98zIHjQ88AKLIRgOBqh/M6iuxjFCXM3sfkXsNDWBgFHR0csnzrH0888ze7+FgcHB6wttQhszd2tLU5vrJPEERubm0RRTG0EZa0ZTzIGQ5/IBlgEt7bukNeV85HXBqMtk9xQLe5LEk+p5uUqEKIGe5ycftKvX2IxeYXBuBGscEaplS6bLkABdcnh/h79zhMobXn9z37M9/7m3yRYTijtvYa/ptGfKCugqkmzjLyxgrTWNoNSCSokCAPCICBJWm6hUEhKIfCTiAsvfIEnX/gCf+8//AcMDw947+23+LM//Ve8/bO3GB4NF7rSr371N1hZWabT6ZAXFVXlbulO+2txIWkVxmrKOkMIwXQ6ZTgc4vs+V65c5eWXX6IsK9qdhCgMG3tIjyRJEMIDI5hMpownI4ypWV5e5syZM0wmY5SSFHVOVRd4KiCKEjxP0W7F9Hpr9JbP4vv+IlNpfon7PIrlozLbXz3HU089zc7ubfb29zg4PMS3JTs7u2yunyIOLWurPbrtFpUReCrCGsl4lHOq28IPaurKhS+XZdAshweNLC0gCJw22XW+nQ2uQGE0zF/w1moC33ehfr5iNB5y6YMPuHXzpsuqCXzKOocayjK/L7PRSofSfrjV0Xw+uLH7gtmiwi7+T4AKHonZt3765j3MfvOVV+j3+3S7XWptqUpNXeumA2+OZVGmpqiyRXbEZDLB8zzee+89nn/+eaqmARA2OnPP84jiGM8LEFbel1kpFWWVY23VjOtj53DU7tLtLZF01lBKLVwD51ODk0YLn+XzSbh99tnnuLt1k929PW7evkU7EOyXKRun1gl92FxfIYoCtBV4foSpDaNRxvpGizRN3dKt8hbTU6UUcZK4sM4TWvGF1MEqd5mS86Voi7VuF6Kua4aDQy59cIlbt24t8oDm3OZFCnXJwf4+/W4H7x5u25RNDf+Fz8fKXwm3b/zFGwwPB4sL47e/812Wl5dpt9tUtaEq9YJVY2wzfSrRxtXaObfT6ZQkSXjzzTfZ3Nw8/h5GEVEUI6UiCkOSJMGUgtksZZZOEcKysrJKv99nOp2AYKEicMHeTmbZarVod5ZodTYXMqkPKw8+6+eRmV07z9PPPMPWzi12dnfZ2tmhn/hEQrPUW7qH2bI2eJ5zSh1Pc3rdDr5y5hKe8vH8GOWF+H6IF4LyJZ4Kms/HfZ3z/U33OppPoN3f8zwXKHu4v8f169e4evUqc+Ogsi6wv4TZ1nKPcu7+KJzT7vysIKyrtbMsI88zqg8xK+SjMfvmT9+8h9lvNbW20+ksau3DMLu/v0+/3+fw8JA7d+6wvLKMrjWe75MkCb7v4flOHSG1oshLdvM9tK5I4oQ4bpGmbr/vmFl1gtk27U6fVmdjMf2/xxnzPu+oX+XzqMwurW7y9DNPsXOwz93dPbb39zHlkNjmBH5IFBnWVtq0k5BCC4wWZFnNzRtbPH76AlHTTHGdG4k1GqGOnSU/6uu8N4haI4QbHHiehwX2HpHZeGXJrZtY2zhxGxanW+P22mZNnb2XWYmQj3amfVRmjdEUdYaUktlsRpqmi3fSe++9x8raCsbYhYnSfAIahiEKn6qs2d8/QGuXJ+jcld3vpnoQs113iZrzCvzSYPRfMpmSzYsrwGIpqxopcN9Yefyvuua6pTaGnZ0dnnruJc6dO+8OJlLiBwGh8NjZ3eXCubNEcURcKs6ePcfNO1vukCVKDg4P6Yc9tLEUecksz52aA4FAMisECM8dTD33gc1fKILKXahOPMcZHGBs87IJBGWlwWhkM+63usIzmsFw6KY+2lKbKW//5C94+vd+HxVGGOFkUFYIEK5gSgGeVBAEeEKgErVIrRZSIsMAg4MWUVNTUTcSGa0swloCJFIJuqdW+O73v8fvfP93SQ9m3L5+mx//6Ef84Ac/wAjor66S5znpcNRM58qFGYcxbgHXXaZS0jQlDEOWlpa4evUqUgrefuttwN3ohRQI2Yywy5KqLpCmQiKIkwg/CKjK2nWEab7fwlBr07ykasrSMrGGqrZUJmR1ddX9cDWFIctzyuqjD0a/ykdK9UjMPvHMlzlzZtN9joA2hpVel8FwwJnT68SxYpIWPP74ea5cvYun3Iu+LN2vHQQBRVEgUOR57tZJZIpSBWEYkyRuR4VGBqKU6/rYxkVqfsnK8owrV66yu7fDaDzg8PAQKwzWg8qWzkUNi9blfZl99vf+Gn7TVXS/9slLrXJ6aT/EQ6IS4WIDhGNCRt5DMssvMnvjNj/58Y/54Q9+QFFressrlFXJdDCgKGvKwuWkzBdJnfympqxdlzQMQ+I45ujoCCEE169fZzKd0OksLWQBnueaK9N8hrQ+AkGcuCJalTXgmJ0bVTgJS+NEqEusGVPVFiNiVldXiaKwKbCuOfF5yU8eldvHn36RM2dOY4yT4wgh6Ha7HG3fQZ3eJEk8Sm24cP4cN25t4XkBZV2RZTXdbocgCLh7Z4uqcll0ZVlgTEZZaoIgWuz8NAqlxWXK6MZhShp837Xh33zzTa5fv8ZgdMTh4aF7aUlLeYLbqi5RWjMYHqGLM0jDCW6/j99IkOed0vlLXuD/SrjNDmbcvnmHn/zox/zghz8gKyuSThdtDaOjI4qipiiLRZ01Zi45qSlOcBuGIePxmOl0ymg0Ynt7hziJAdFMop1N92w2w1ZOFhZFIb4vXTMPJ6ssq5yqqhtZirM4rqqa2SxFG4kXLLO0tLR49xVF8bnJph6Z2WcsZ86fxQqotEYqRavdIh8PsMIeM3vhHNdv3CWMEuoShsMZSRwRBgFaG6rKvZOE1lS2osYgKouUBUp6DdOCunahnkXhpJdC4JgFPvjgMoeHB4wmQ3Z3d11XHJDWOoc/aykfwOxzv/V7+EmrMdQwiEaW6PD1kNIjDkI8IVFxw6xsmAgfsdbuT7l94zY//vGP+eEPfkhe1yTdLgbB0XBIlpW/nNkgJIpcg2lnZxeAW7duLS7wlsaSW0iXy1YYPOnh+W5ak+UzZBOV4eqsbuq6j+eFWKsXzIbxKt1OpwkLN6Rp6i4Ln8s09dGYffKZL3LmzGkXxWM1QnksrawyvDug144IAzfJf+KJ87x76aa7M1mP3d0BWEMURUxnM4bDAZPpDGvBDwJUkOA1+7snD+0up8lJkI8jctzh/9KlS+zu7TJ+RGaf+u0eXpI4yamu7z0fCOfoGvsBHs2ZVrgzrVQSFTzsmfZTYtbWFFVKlrk6G0URda05OjpiNpsxTacu4mO1t5APzi/ueZGjkCjPNbWm02aKbGkile7PbNRaXUi0582qX1ZnH0yzqNjYOEXgKcpaY6oJta7QqkJL5w3vRpJu9FbZmsPZiGk5Y/3MKaI4JAwFUZygi5TDWcowz+i2PaaTGU+dXWX71g2EFsyMohjWmHCEH/huGbK5cQrR3MzxCANJGLiXuBKVs+VFIkS8CJKbL0ZbqzFWY6zEj1YIfB9jNHHjQOU2NgxlqfGtZVJUZJVlKfQQpmDr2nusXr3Amee+xEyEpNLHCoVvDYGpsEhq5SNVSBDd+/qXWJdX5eTxaGGdc0jzz0TaQzTyPYRCY8kbyZdaCXh85TGe/Nrj/KP/zR8yODji8qVLXLt2jcOtbUw5JfI9ZOyjrcWg0FogVUBdhIyUc+wJO21mkwlKKUbjEYUnqQOfQgg8Kylr4TI02m0nFTo6RBepe8kHkna/ixcHlHWEV7sDvFAhSkQ4u/acMq/IM8N4uM/65mmnh0+SRub42T9S1ayfWiPwFZW2mGr8UMxmOuPs46eJWwG+32J17RTrq0vsbMGoKGm1QsJhxvnNDW5e38bqGiM0pa0p0tR18oTC9wLCMEYpDyEUtpEKhKGz7xVNNo/TK3vu8k3jLqUExtaMJgOG4yF+2KW/fM45TrmrvOtOYSnL+r7Mrl29wOnnXmAmAjLpg1T4VhPoGiMktXLsBPHxLtUxs/r+zBr3T7u9AM8x2/zbasV3zH71cf7hf/SHHO0fcOWDy1y/do10aw9Tzgh9nzj20Nata9dGIGVIXbQYjUakaUrUijk6GFCXGqMLciOJVEAlfLSIqIyHpz2SpEsQ+hwNjjBlRhyH+L5CBO4PqQM8A8YWCOOhhI+1miKfUeQZRV5TFzPWN0/T6fWRnucMbT6HaSqA52lOnVoj8CSeheFDcpubnNMX1ml1E8ISknaHztIKw9GYUZrSDwwznfHM+XNs39lnXFis8ahrSTF1Gv5eu0VepI7doIWUCmQL5QUEvo/ve80eiMGgMcbJmBt/SqQCazVHwwGHwxFB2KW39GBuZ1VJoQVJfJLb87/ArWcNoa4wQj06t9oFVlrrIgeM0BTN6ECueDy2coEnvvIY/+A/+vsc7h1w5bLj1mZDbD0lDnxkcsytNgohI+q8y2g0Yjab0e/3GRxMsFqRTiumhaHdidEyABVTaQ9rQsIwJuzGjMYjxsWMthfjhz5hEiE9iTIBnnYyFGECpA2x1lBkJUU+pK5vI6gJAw+pnKa/0k4e85eZWYSgRnOUjihMztlz6yRJgPYilvpLnL9wnoPdbYpiSs/XzOqUZ86dY/v2PsPphDCKOTyYUM1qVtfWKDODNoqyMgjPR1sIIzf5l8LV2aKoFheqKErcpax2h1MhXSpjms+Y3p4SRH2WV883te3DzPbvy+zqhXOcff5FUhuRygArJZ41BLrGColRHkr5qGi+F+ueh2F2/vOFEGj0ca1d9Xl89XGe/NoT/KP/+A853Dvg6uUrXL92lcnWIbaefTSzIkKXSwyHQ6azKd32CnVZk01rPN+nrDVeGKGFBOVTaahKSyQVcb9DVWvSLCVSPl7oYwUIT0KpUCJEG5DWR+KBsVRFSVWOCIID2q2YKApRvu++Hgv2Pu7Lv8rnUZnNTM3Zx86TxD66qlntJayurkJdMM1GtDyPkc45v3mWq1f3GNoUYwR37txlsHvA2toa0oCSHp12D5psL2fRbwkDD2t9xuPZ4mwahCHK89zU2dR4jTRxlqaMpylB1HkkZlceO8fZ514klRGZ8po6qwl1jUFilEJFISq697N76DPtp8msDNFlm+FwxHQ6pRW3CH3BaDCiyEusEgjPx0iFUYraSspC4ylB0u0gpHROy8YiAg8j3H4fVQDWWbIL4+E2yQVlUaLrMdPRkKVeDxGEeMqj1oZKa8QDlCsPvEwZ4+xe0QZtBO12B9VMZhZyGDF32yiREtLZFCUFZ8+eodVKyKYVu7u7dFtuIfloOGS1ExN4ilOrS5xaXUYqwe7hDnmpm8C4407xXKfvlu8EoCmKDGtpDqxNcKEXNCYR7iIlhCuWlsZGXYNRbuJwfF6aa/MVdV1Rphn7h0csddsI4Zae33r1z+mfWsdb3sTDp57vSqFwSdknwi1PfHZOf3t8vZJWLKZZ7mNzf1eIuSxgHhRpMaJG2BphLV7icfqx05w+t85v1t9Gz2bcunKZixcvcfPWHWrtxsbGOO1rKSzZzEKooC5JJ2OKoqKedyAkSCVodRParYi6ypkVFUncR0jJcDTEm0k8XzIeD90UxfPQWoEVTWq011xcPZx7naTIMw4P9pCepF31QTono8/6qeuqWbx3P9QPy6wQsLmxTrvdIpvW3Lp5C19Y8qJilmZ0Q0kQeKyuLLO+vobyfbb3t9GmJs9y2q02UjRuNbUhDCN8P0B5QXNhL5ruvjxmVgUoz2vG9xpjRfO/zhJUGYExH8WsfSCzb7765/QaZlXDrEGhhWWR7u4+iA8xa38JsyCsZb5LPScWLEbWCKsbZhVnHj/DmfMb/Gb9rQcyK6VHKQXZDIyvsFVJMZsxPDjCD8KGM41FEyY+7W4MWIo6RXoJSinG4yGT6QjlSQbDgZsKSwXyWJfvefOldJfzIaxhNBy6S5S1BHGMsZbP/vXunrIsaCUJEktZm4/Nbafh9uL7F6F+gqrWVLXGt4bQU5xaW+H8ubMEccLW9l3qqmQ0HNPv9+h2O6iZq6dhGKGEj/Lb0OydCHFsjW6x1Nq4etNwqxbc2qaL+jDc5h/B7V/QO7XRcCuom3XoT8qtZF5r3d+3gG3eD0bWYM2i1p594ixnL2zynV9Sa6VUZMaSeSCSEGk1RTojHU2o8wqlXMa1NhXKE/T6LaSCvJ4ha7cvMZmMyLIZRleMJxOkcowq6TUqi0YOLN2OKki0rplOx86NNUncvkGT1/ZZPx+L2bJESJhNHbOnN9bptFpktua9d98j8RVh6EyeFJY4CjlzeoOvfuVlbtzZ4oPLlxBKMRwNWVldwfc94ihkbb2HF4QYIZpFfoGundPXeDwly3KKwtl41/Xc3EY3l6mm2drw6myYPx6zb732U/obm3jLm0i8BbPmI5g9+fzyWmsXm9n2w8yKGvERzD5MrS2EJPPAhj6+gKIsyZpJSWUtQdDCWoWQAb3+Kp4fU9emyRCCoiqYTodk6ZS8yHGTV4lQHrV0+4ae8pzyQjppWJ5nDI4OsRbiJHH/rcZs4LN+PgmzmxsbdNruTPveu++Q+MIxKxRKCOIoYnNjg6999SvcurvDB1cuYZTH0eCQpeU+SkniKGR1fQMvDLEIWh0nT9PaMBpOUGrAaDjBmBnWus99bkYG8zgcd1Z4VGbf/vlPWVrfbOqsR43AnjwfNM6pH34e+kzLp80sZJ7FRj5O4CgYHw2ZDiaIKEKpGPCweHS6SyRJl6oyzNKUuJVgrOHgcMB0MqSsSqdkkE4mXIljZj3Pneul8ijLgqOjQzpVTZwkaGMpm/ih+z0PdvPLC1QY4km3gzMr9aIDJoVw2Q5YMBYlJFYYdFXjKUm3FbK2usL14SECQa/Xoywyjo4GbPS7BIFHkgjOnN3EjwN2j3ZRUjmThMC5m7g/DxYLtoslWwGq6T4dO/c0riRNl99SM88/EQKMqd0HJUWjfWyuMNY5i+mywhrNzt4+j587gycNAihGh7z1Fz/im9//O1jlkxuJFZK6sUO9/yPmzC1e4vMuLVisWLzWmymaXfw9Z9jqXFjQhkD5TibgKcJ2xPMvPMuzX3iW6XjMztYO16/f4OrlqwwGA4RUBLLEiAoqqLOUbJoRRglx2EbUiuFgRBy3WV5eQfnWuZlIWFtbI05CZrMJZZmRZSl5XjiRZTMCN9bJCX3poVTgspKkW6q01jKdTp0rnOfdc9H8rJ48z5FhiJKKyWTy8MwKQTuJWV1Z5uboCE95vPjii7z37tvkec5Ku0MQBrRaiqeeepzuwYDdwx20hqrSWOP093leLMKWfd9DqHkej110TBfMCpodoyZfoW4YEfMl6b9kzGKwct6AmDPrXkASHpHZI4TwCUTZHGwtxWyKznM8XFJ5oDxmkwlhNGJpZQUv8EmzAgSsrKwQRj7T6ZhZOmE2c7lJSilnBiMslhpjanzfdYml9BDCbzLScsbjIUFV4rK9Poc3PE4Wq6IYpaTjtqgfiVslFV/84he5fu0KWpf4QUAQGpLE8MUvPc+ZScru/7yDbkJ8wzCk3+8Thk46HYVt9/nIGGOdXFIbg041Vs9dluyvDbeiqbXuH3MHaMvxxAxwu7Qfk9ujoyOUDAlkjjEVvlCkowGirjBCEEU+gVKUWcpgcMDSyipxO2SWFlgBS0tLRKHPdDLiYH/MbDrDGNPIKD3n+inmtVY5bpWP9EKM0S4fzBqqunbmBp/DRPVhmbXG4EmF1QZda3wpj5kdHyEQfOGLX2Rvd5v96YjIDwgCiCJ47vlnePKZZ7l67QpBGOIHPtpU+IEkqBW9Xps4SZCeoqzd7kWmi8bl9nhaJ5vPxxkNWIzWWKtd41V6f6mYPT4f4P6aOP5a3SH20Wrt0dEhUkT4MkeLiiSIOZyOHLMaPC8gVAm6FAwHUzo9S6fXJs1KtLbESUwU+oyHR+zv7S5kk57nuWD3hlmEk8z5vo8QCpSTCg6HA4qyRHnH5gef9fNZMfvUc89x9foV5xZ7gtkaQasdEictFygtDFVVkqUFWZYt9smUUhgL83nmsWW6u5wIof7dYVYG+LJEi4pQRdRVzdHuLraqEUoSBjEeIZNRRrtdsbzaQZaaqq6RQrK8tIwSsLN9h7IoEcJJATUWpaQ7y1AjpAtQVp6TCWZp6qTUZYlUzohDP2Ca+sDLVJzEFGlG0Gotbu1lWdFWirrQKKR7uS/uo5LBwSGmqpHKY7Xf52KWMfMku7v7BH7AeDx1tr2thPFsRKsdMrs1oSpLlO/2TaIobA6mOVmWATQXKn9RDIUSxLGTU1kLQrqD0vwbXNUFQmh3C1UKoVQDoVj8XhYuKVWNqTW+8pmmKXlZEnkCT1hCz7B34wo33n2DJ778DYwQlMLDzG3VHwiebHqoTYER85e4af7F5gLV/IBAc7u3GtnYOloLs9mYudFrO1BgNYHyaLcinnryAk89fp7f+tbX2T844L133uGN199iWJWMhgNMkRNJEFVFK+4Q2YQ8rxgdzFhZKugs9SkqqOoa34der0e7nSCkIU4iRuMB6Xi8cKOxtibPU6wNiaJk0cUR0gUgVlVBWQV4gPA++5ypVpJQZBlhkixepg/DLNrgKcFKr8fFdMbVK1f4H/6HkqV+B19azHKbVithPBnT77e5s7Xl7PmlpCpryrImDCOqqm4OoBXa+HgohLBNZ0nTStqL3DKEOyTND6XalDhGLeITMBv59pjZl76B4dNidn7h5wSzze7MIzN7yHvvvsfrr73JsMwYjcbkkyGJJ7BViQo7JDKm1DAbpMyWK5ZPxe4F0gTLzpmt9TJalxRlTpmmzaUVp7suUiwhkXR7LK6Iuh2esiwQntdIUD6fp91qU+U5gRc1Tk7ivtxaC75QHO0f/AK3169d45/9s3/O6soSgTQsbyzRaiUMZhOSVsjW7i5FkTvnM+EaVgiaBVxnj+6pAOEFGCucVrzWhKEP1n1NUim3q/QpcFtUzipcCe6ttS9981Pkdm6JPVcqNIdoN/e6L7edwEPYGk8p2u17uT04POTdt97ltdffhKoiG+8zOtgl8V0Ar28TEhWD9SlnNdNRTrsT4nvK7WUaQ6fTIYkD2q2IPJtxcLBL7ZYwm+lvTVHMmlobN5+jM0spyhzpuQkX0rnXfdbPwzLr4WT6npAM9g8wjXPeSq/HxemMDy59wH/1T/5rlpa6BMLQXm0ThgFmMsNYyc7uPlrXaO0jlKTUddNdtvi+pNVycqissFhbQFbgAk7lwtpaKoXf7K8ZK9HadfWFtEjl/eVj9kQoNgun4vnB9VGZPeL9dy7y6quvY4oCW0zYvnkF31bYWqNkSCQ8fCRlWjAdz+j1BX4QY20TmBoErKyuNpLplOHwCGENoBq32qbW2tDthXkumD4vMiwW6SlCEbnP+3NQVD88s67Z9EjMotjZPaCuK+raByko66ppntboqkCKGE8JNG6nb+6uaIzG85wxUl40cTbKQypJXc8NkoxrrPgPZtbWBk/5zNKMoipBualv6P86MXvI+++875jNS6TO2L61xeRwn0QptIZQKCIVUGvLbJJSFtrtjMuycQ/2G3Oqs6TplCyd4iaqqjHfrimKDHB7wtLizC+scfEcUhJEEVJ5DeMf/TxY5qc1URQtXK5arbbLGLEWa+zCCcvzfIzW5GnG6c1NRkdHaCP4yksv0k5CPrh0kdFowETXTDwYP36WTmcZz5N0ey2MdUGfGksQuFv23MXEWXe7TnNRFHjeXNrn4FTScwYWtT3+ZjaTqcXNWEhaneXG418tEtONcS6BQrvAX+tJ0jxn/+CQCxunEMYijEHZivde/QuWVjbonn3CaTql/6CPrrlkKAeUAIkGagRuXOtavPOj2/GL3hgLukIJl1EhlSROYhSCsigoJlOyIgMLURgQ+j5ogxSasxurXNj4bb7zza8zGWe8885FYuXx2s/fYjSakSifxAuIvZC6kowPU9qtU7SjBE8qlHQ/nNZayqJgOp0sHPrmznRVnZJmEwB8L8I1MyqENVjpRvpWuj05ZX/JZ/QreLTWRGG0cFZ8WGaHR4doI/jqy1+m24q4cuUye7t73L17h0Ba1vsJ3d4KyoMoCaiaQ7vvB04WgSSJE7AwS2fUdUWezxB12cgkbSPxE3jKNQWKonYj9RPFac4BCFrdlUdjVtcoDO/+7FNm1hxPT4+7YE7ehalQwj4CsytcWP8O3/n615iMU9566yKxUvz8528yHExpCUVLegRCURtFOsro9SRJuISnnP36fEG3LIomU6JadPl9X1HVBbM0w9LG9wKEcNIJoSTCuhe9kYKQmIXN12f8aO1qXlk605ZWq3Ufbj10XVPkBac3NhkeHaCNvIfb7e0dbt26RSg0G7/5G0TdJZRyYcl1Xbo6qtwhczabsbzSpa5dHkeRa3w/JK8GaGNIZzl5Xjr5n/QYj6dUdX3Prt+jcjvLMnb3DriwuY60rmta1yXv/PTffqrcikWWm7s8QbPkbDXSmvvW2nwyYVZkYC1xGN7D7Zn1Fc5//7t891u/wWg45fU33kVUFa+99jZHh0Mibeh6IdaLyLWiSjW6lAReBxU6BylrDViXq1I1GVVWu26p7ykqfYJb329klxIpXAgtudtQUH6IlJ/9ztTDM+uTVzVlnrO5scHw8GBxPugkIZcvf8CVq9eoqpJ2IFl95auouI30oM5zZukEY9wKgGkiSDw/RKmSweEhs+kUJMxy6+Q9s4zJZOLCfWvNYDAgy4pGLmndCkCzU+32Ox7+fPBZMevGqRYauTrN12qt29t4ZGZP/SavfP0rjEcz3n3vMrZI+clPfs6gHKJMRiISAmGoPI9iOqEuS+JWF+mFKE8yDy7wfb+RpbpzsxQST0mqOmeWZhjbanLQPLAVymsaV0WGVNLtVX0Ot6mPw2yR55R5web6BsPDfbSRD8VslWdMpiPquiLLcirtJIVKeWBhb3eX4XAIEioLVW0YjyZMpylVqakq41xqxxP3boVm6j+3SW+Y7fY/klmrLcwnbFIyK3L29t35QFrH2q8Vs+vf4ZWvf3XB7J9k/4Zbyx0GR0NCUdEJJYE01FJQZjPXTA8T4jhuXJMNWpvFkMYY0yg8BJ6vKMucLC8wJnIXLBVgRY0wrs6q0nONK+xCBfdRzwMvU57nnGgmoyH9fp9SeNgmRNOg2b2zxf7+PlYIrly+zGw249mnnmZ4cECtwZeK555+hqeefILhcMAPfvBnjAcHHB0O6PdXCCOPJIk4c2aTK9dvUDUWpnO/fQf/cWjkPWN7adA6QNe62Z/yEeJ4Z8oFMLpbscHldMyHpkVRNm5UzifQR7h0dCMp05Tt3V3W+z1CAZ4CtMZkGa//5If87h+cJggTtNGY5nB8L2/Ho9D5iFY0h05s2cCn8WzzD4EDrsnbAVB1jTTG+f1boNYIKYktxEEMKmgc9qDMchDWjU+tIhCKJPBpr8Wsf/fb/N53v8Oduzu8+9Z7vPrGZa7dvMNgWqGlB2VOnZVIX5LbikKyWCbXprFb1+aEaQLMuxC1rhr3MB+hLKZ2zo1KOJtUISVCf/Zufp8Gs88+/QxPPfkkw9GQH/7wz5iODplMpvSXVogin7wynD27SfJ2Ql07e1HPC2i3O85e1dQIgcuWMTRFyL28ta7RtXbsycZZr2HW83yOu+efhFkBRmPzjNd/8qNPkdn5xa+Rd9kTzFaVO1x8bGYlvlXEvqK1usT6b3+L3/+d73Lnzhbvvv0+r/7sXW7e2WYw01TCw1YpukjBCnJKCmFxkVrOIrooCnQTHCwtzTKvBlFTNwGtQvhIaqyVCGWxZYGVjU78c7pMPTS3wNWrV5mMx3zh2WcZ7LuD6Udxm44Omc1mtJZWCEIPVdScP3+WXr9HnhZ0Op2Fe5dSAqMtNIecJA5dT9G45oqTXbtOruedME75BNzmsxl3t7dZ7/cQSuJ7QK2xec4b//ZHfO/vfVrcek031WKsk3zK5gIoK7dH8JHceiF6nucnoMhyhABdV1grSSxE0hKv9Pjr33uFv/l7v8Odu1u8+9Z7/PSn73D91haTXFOKAFNnmDxDhJK8qigKUBIEhizLmow67Wy/cRMTFwpWU9dl00X3gRJhFMq67QGEy1D8PNz8Pk6tvXr5MuPJhC889yzD/X3qe5h9gqPBET/+8Y8oZ87QY7nTIwp9JkXG2bNnSJKE2TRzVugqAmvxVEhZOOdU5/JJk0lZUpbu/ZSm2aIZK5udaiEMymtqciPs/UvHrJm/F2wzFaoX8lTvkZnVJFYQSUuy0mXjO9/gd7/zbe5u7fDma2/y2s/e5uLl6+QGtPKppEXnGdqLKCqnTJgzm6azZpLiLpTOWlwgrAWrG2ZrXGC6QFqJ1hV5kblzgu/yFz/r59Ors58Os6XRlPWxi1+aOXMkrZ1FvQvUdcB43vxn3GB+SZ0NhKTWFXiCbDrl9t27rHU7JJ5C+gLq+teEWdUwC8lKj43vfJPf/c4rH8ms8XwyK6nSGTrpUtYnmdWkaUaRF5hGKi8bV00nSazRzZlWyho8EEa6pniRIR6C2QfnTDUHDF1rUIJSl9y9e4ftwYhyZhDG7aiA4OzpM64bLBVWa4x2hyVtNDvb22xtbzOdpvR6SxRFjpCCMPTxfcnaqVV6vR77h0eAWExDpJT3+MeHUYig2VGxTp8fRiHWWMrqeGdKCPOhnSRIWgmBHyClctME48aN1lgoKuJ2iNYlTz/zDC8+9zQhFrKUqjIo36MoSqrZjHo2QXm+K8biwUPR5lME3JKek5UYBAZ1osvvLi968cL3Ko3Uxn1t2qAL93lgLRKJFAojLKVx40npuRFwOqsYHE0oypLdnV2WlpeRQrKxcZqvf/V5fuNrT3N395BLV3f42ZtXuXzzCF1OiKIIq5zEyfOd0YKldrskYQDaoKxBSLE4POu6pqwqPC8iiUP8MHTuRQKkF7hMpc/hBf9pMbu7u8v2zjazWUa/v7wwQwlCH5kWrK2t0O/32d8/RKkQEARBiOe7RUZjNEHoY5BY5MKaVwhLFLvcmTzXjQa3Yba5rMyXNx+V2boyboegKKhn00+ZWbiXWcelV2uk1o/E7NFgTFm4TK/l5RWklJxaW+cbX3ueb37lGbZ2D7l4fYd/+9olrt4Zgh4T+gFGePcwG0X+IhTSVPWHmHXfW8escZ1V30N6PtLzUc2LytjPx4LiYbkVwnFbra25wG5r7svt8tIKee4kT1EU4GcVnW7CqbU1rl65ge/79Pv9Zi9VLXamsBItNdrYJl4iI8tKPE8RRRFFWTR7Bp+M2+eef56vfOE5IqMx6YyydE2wsiio0/TT49bOm3BNuLupcAdpi1eb+9ZaYd1uoxGW2tTkZb7gVqQVw8GILMvZ3d1lZXkFISSnTq3zza9/gW997Vm29wa8f3WbH/70Xa5vj7F6RBSE1MLHAL4nCX0FtnahlNMxsllmF6LhVhi0rijLCs8Dv8mYcTl2yslV4Z5G42f1PDyzkrNnzrjQYqEWO0snmd3a3iLPS06tniLPC5SSRHGAnDqnzjNnz3LxvQ8YDKacOrVJVRZ4nlvc73Z7LPX7bB8OqfS4CYRlEYDqrJLrxY6ny+T59WHWGI01LtSUT8RszXAwJkszdvf2WFlewVM+K6srvPLNF/nub7zE3sGYtz+4xY9+9j5X7w6wZUkgJdJXWGEds4GiKjOiMKLIUzBOXl4pga3c4bmuK7e6oSKEZ6l1jRIgjUHrGitEIxH7bJ9Ps85+GszuT4YcDUeNjK9umn2isaV333GjnexXa2c0IZrd1KQV35dZUWqiMMTYkmeffY4vP/s0sbCQ51Sl/vVkdnePlZVVJ7dcWf0FZn/y2iWub42hqgiVovaOmQ18RafTJoxCqipHGNGYBAnmu7S1cZ+/8nSzh9YkwinpctqaO8f9ngdeprRoMcpqdLhEbQxBEoOIyGcl2azC1BapJFHoPPu1dbBl+ZS8cF75aZoynU0ZDYdutKY8DocpeVERBh6tWNHrRPR6bQ6OjvBR+Ch03phPKIE0BlOW5Mbg+SG+ikmnObO6Il7poE1JYJVz0zE1UnoLf3mtNSrwUJFPEISu++cHSCGdC5IxLsfHGDY21/nG177C6VOrjA8P2M9yohqkBa8yFHv7XP3pTzj77LMESYK/vIL0I0AslgOdy5WbfZtqCliqIiMMPaaDQ3RdkqUzt0OjwVYGiSTNUrIiI6tyOkpg65rpZEoQRCirGOwfUeUVSTvBizwQglk6Iy8yWp02S8tLpJMJHT922lyrODgYUZYFw+G00ZyP0CjQM1aXQrZ3aorJDnEg8OIQpEVoga2cBMWzMyJZ4QdOlVh7Pp7ouM5HEBEEsQv2oyTxfPq9HlYIjHVFy435P9vn02T26GjgtMdWMpqU1FoQRwGt2KMsK86eXWd3bw8lFYHnlhc7rTZeUxjrumI8nWCsRImAKquoMk3i+5i6JrDOHl0bjRSgUChPUusaL/BQUfBQzH79a1/hzNoqo8MDDrKcuAbPCsfs/gHXfvbnnH32GbwwpLWyhgwelVndMGuRiBPMZo/M7GwyoeNHzW6T4uBgSFmWDAZjV5DrCdp6mHrC6lLE7oEmn+wQ+QIVB86etxYYJLos8MmIPfeiNDVEQYASXYTA5SYFsZvG+JYgFHS6iVs4bfptn0cDAMDIDqOsxETLVNoQxPfhNgqwFrS15FVJUaRkebngdpbOnITEWhAeh9OKTesR+Jp2qEjLiiefOMuVK1cYjlO+0F9zHUY0tcnJigJrLWnusqaKtGZ7a4+6MiwvLyFMTYjb9/tobn28+JjbIHDRFR9da7/KmfU1hvv77E1nJJXAVxJT1uS7ex+D2xpTzcAa6jInCjwmw2NuTW2cCqUyCCtIsxlZmZJXOW0lsLW+P7exjxCCaTolz09wO57QDtzPpDEeh4cT5wA1mGCNQZgptZHoasqp1TYHgxHFZI8kVKgwdPsDtcBYhSdy2pGliCWelNSVofY8PNlGwHGtDRQyMPiBT6udEAQhzvhHLAwW/nIy6y+YLaqCvJj9ArOj4QijDbWGw2nFaXx8z9CNfYq64sK5dd5+622u3rzFhSefxBl+STKtKQ4O2Tk8ZDSZkaYFVWHYurtLXdX0el2oDb6VKDy0dQclZSXKP661Xhx+Ymaz3T2uvfrnnHn6afw4JllewQtbAAtjgXmo+S9jVp9gVlrB7ASznUdldjKh7bsAZKMVh4cjyrLioAlTpU4xeGgzYW0tYn8EVXGALpqMN3nMrC8yWpGhzp10y12OJSJIXK31HbOe74Fn8HxBuxMThfHC4VDKv8zM/vI6+3DMvsPVm7d5/OmnnX23NeRas3s0YH8wYDiZkOUluoS7N/epypqlpT66rpA1RDZwDT7rPmflubrr6qz/AGZdw3NzfZ1vfPVlzpxaY3S4z/72NnEt8aX49WPWKA4Ph/dldnUl5HBsmRYD6jTBawUgLaqWYCVSTwhETju0KOnk8qaSJEEbIeyCWeX7yAB835moxHHU7ErNmzAf/TzwMmVVC2MrsjKj0+tjJcyyHKUUYZQgmKc3u/DAsqrI8pTZLKeuTTNyr4jCmCiM8D2fqjTYICQva3qdmCjwabcizp7Z4NatOwgrkAjqqm5u3QIs9DodvCii1eoS+gnptARrCQJFXVmMrVhd6gMCKwEBla5IswzlS4paM5wNKIqCdru9GFcabfC0oZUknF4/RZ5l3Llzl7LIqKVEGIvVBmWhrkquvPUmvVbErCqwcULcX8FoTVVXZJnTaidJQhQoZO1erIPDI1aXlhkPhghrGY/H4Bs84eMZd32cZTmVqcEXdPpdpJCEKgYtqUtNKALKNEVETnsqpSBUCuEFiFJTTTJ8fGhc94LQI01TtBEcDccEgY+vPKrK0E7afOG5U/zNv/OH+K0+YdjGTwRI4z4/O98vENTaLV5WpZNQWQuqWZBUUmJNjdUFfuOgN5tMscYupoqf9fOpMhuE+J6Pri3CiylKTbsVEoces0Dy2IWzvP/+BwghiKKIKIzotrsEvk+eO3lJqTVhmDhm45PM5g2znY9g1qB89dDMFlnmDDHyDK0U6JPM5lx7+0367YhpkVGHEa3ltb80zAb4iEarHYb+gtnBcLpgtqwNnU6XF17Y4G/9wT/Aby0RhC2Clmw0AzhehWQeBqyUoizd99IYg6fUQudvjUaYAuUHjtnptLFh/XyYnXNr/cBdTPsuzHCWZ7/ArRCWoiia4O6cLCuoKr3gNo4SojDG9wJqDSJoUWlL6Ie045Kyynji8XN0uzF7+wMszQRZeHg+1KKi023BQBB4mkBaip77DB23FcZUrC6t3IdbSakNw4Fz7molyX25zdKUW7duUxY5xvNA11ht8Kygzj8et6IaI4DD/QNOrawyOho8FLftX8YtLksllB/iVvhI6QKGo2jOrWI0SvE9ReArisrS7vR48YVN/vYf/CO8Vp8wbLlaK+YL427KVFfzHWCfqiw/stYaU4OoUNJDeZ77vVk+11r7qTEbxXjKoyg1ouckOoEX0I5DqnHG+XObJEnA7t4+WVFirUZKC8p1n/v9LrUxKOlRKM1St4fRhiBU6Nqgy4qV/v1r7afCbJZz/e236LdCZmVB6Qd019bRWlNVFWmafirM/tJaez9m8ZHScRLFx7V2OJrhex6BD0VV0u7EvPjl5/g7f/iHeEmfMGrjxdzDrBCCuq5cxIe8//ng33VmW4nP7t4eeVk2RlQaqyTCUyyvLGGlJPDdRa7f6WOtJQwUtTLUVKz0ux/BbIbyxUMxu3lqjTzLuH3nDmWRN+eDxpzirxizL7z4LH/7P/gPFsy6OYdhPkmzjc28M/TwqKuPZrauS6AiCF1o73g0XkjdA//+zD7wMjVKc4bDIXErwYsi0iwjShLquiZPc+rKjcVcF965vWmt6XaXOHv+Av1+H095HB4d8qMf/YjrN2+D0ARhTJYVLPc7RFGEPytYX1ul22lTFyW6uYlbYUEqqqpAKIlSUFcpVZ7T6y7x1BNPsLq6RKsVIdF0WrFbEJMCz/eJ4gg/DLh87QZ//Gd/QVUWtJIYT0mS5veBtZi8oK5L7ty9w7UrH1AXBdZonnjsMTqryyd+Ei1pmlJVFaPRkO1r1zh34TFMM/6TQuDXJdW4JO600FlGK04QcZtyOMGvDWiLKmtQJVK6pb2iMkjhuyXZ2qPstNHW4vkKiSabDUjabdA1rXZCWufu8B5FBEFAXdfMZjOSOMH3fcrSdVDm4+qiKJzVZysiCD1m5ZRzF07zwgtPU0mFNhZtU4x1drLWWIQUTQfLObbUfkXol00RzZqRtEEKqPKU6agiCEPiOGpWwWyzD/TZPr8KZkVZ4QchtdZI5REEIb6Xs7ayQr/XYTaa4Xk+rXbLBSKmbhLY6/XwPgNmr17+gLrIwWgef+wxnlpbOfGJCGazGca4RezD6YSN0+mvB7PWELQT/EAynUw5f36TF158llpIXBMsxdh5doxtzCjmlytN4ZVUfgk46UNd11SFm6aU2YyiLEmShDiK3LTjc2IWYJRmJ7iNmaUzoiRuuM2oK/dy04vUdrfL1O0ucebc+QW3B4cH/PjHP+HGjdsIUeL5AbU2hIFPGEZIkbOyvMTG+in2docMhwPOnDnNjZvXqKq8ybBaJ52NGQ8n5GlJK+nwzFPPfCxuSwxxGPwSbi9R5hkYwxOPPcZTa6snPpGPwW07wRYFURSx1upSDMafK7fYgDBMCEJBOply7sImX3zxGYxQGGOpcZa72jiZr5IakTgzCaMztF9/ZK1VQDmdYI2TCi9HEbV2n6vbV/gryGwQIkTKcr/Hmc11Dg7GDAZHbG6uc/PmdfIibYwkDNPpiNFgTDrNaSUdnnz8SdbWlum0YySa9q+aWSGYTKcYYzg8OmIwm7Ke54uVBMFfYmaxxHGLQFimkykXLmzyhReeRgvlMuPuYfZ4jx0LxhT3PR/8u87s6dPr7O+NODw85PTpTS5fuUFRpC61Q1jG4wHDoxHTcUoUJTz1xAlmhfnV19m/yszambOI1/VC8hsEfjNxK6mq8qPPtNZSTicUxhDHMctJQl1VbqXA3p/ZB9Lc7q2ytnmOKI6I4ph/86//FOk5zbOwzotf13bhfhIEIaura3zpy1+ht7RKURTUdU2r2+cfnjlPp7fMP/un/yNCeqRZTlXXtFotomlGp91idWWJ7a2dxi8GtDVuKpLXHBwd4nsCqzWvvPKb/P0/+ANWl5fxZLMcamukcM5IQkqQkjwvaXc7vPb6G+gqZ6nbxlhLu+XGmDb0MNqglUBJAWjCMMAT7hY7Go3RS3082bi9AHVVkaYzqrIim4ygSPGV2yXwfZ8cQ55nVOmUIk+JowilFGlVMRk6zbyQEhnElBW0Oyt04hX8eImzfoS2YLSzFw58SzuR7G9dZ+v6ZXwFtamYTqfNLoO7Tc/zCfb291DKW1wS5oVASslwNGI2K1leXSGOWwyHh+zs3MQoiZWg67LR4zq501yD734NjZTOscdadygtigJjDL7noSz4wpCNB6QjZ04xz1l6/PlPUPke4flVMPvP/9k/BamYZTndTkwcx4RBRhTWnD1zmneP3meazkAIdg/2GY+GzNIpYRhS6+xXzmwUBWjZMDseo5eXjpm1hrIqmc1SqromnYx/dcx6isD7FJkdjkhnJStra7SSDoPBATvbNxpmLaYJohZCLHTwFucmNDe7cPJBi9GGsnRWs55SKK0JMUyP9pla25iGOGaffO6zZdZxu8La5tmG24i3/9WfojzpNNtNtpOunZuT5/moRjf+4stfpdtfWXB7vt1l8+wFuksr/PN/+j9SassszQlDhacUSRwxnlU8du4cw0HKzs4O58+fY293l8HwkDSdsn+wS5lNmE0mvPLt3+Tv//2/z+rS0kNzWxUZvU4bay3ttpOqfWStjcJFrR2PJ5iVZXgEbutsRp7PiKMIISXlQ3MrMFp+rFqbNtkjH+b2ZD7MaDxmOitYXVsjSToMjg7Y3b6BVRKkcxSb11pnuKSbv+Y6+fertYHn4Quo0YyO9hhat38ipOP2/Jf+ajEbhco5f0URk7TmiccuMBpdZHt7m9OnN9nZ2WE4OiJNp+zt7VDlMybjEd/+1iv8wR/8AatLy3iShlmNkh+DWQHW+hijH5pZrKUsC9Iso6oq8ukEm8/wlLdwFsvRj8RsMGcWgal/BcyOJsymJatra7RaHY6O9tndvnmC2eq41nJsEiYacyUh7L9n9qOYvXCB4eB97t7dYnNzg93dXcbjAVk2Y29vB1PlTMYjvvn1b/J3/+7fY21lGSWdCkqgUVL8ejArPn1mrbWfiFnbnAEArLULLwbHsXPC+MgzrfIIlEBjGQ8OGB25iZYUzsXywgsfzdYDL1M/ffVNJtMJvpL87u9+D4FHlVcYo4kiD4STk1njdN2+H/Lcc1+g11+h0qCRrhunDbUR/OZvfY+fvfpzplnGiuxRVjWdICbwPdpJzObGOtt7+250bw1ZWWClwEpBWuS0rUcrjljpt7l86S2K8+d46ctfRtFyN0okKgzdS9KAqTVplnP7xl3aceS+CQLS6cQtQTZ6UNv8cCsE1JYyczkss8mUbH0NP47m35HmFquJk5idnS1e/vKXsNYym47R2i0SCzRlVZPZmnGVO7vqOCAb1FirMFIgSNg6GvK3f+u7VDri/ct3kHXA1Wu3SEcT+r02S/2Il198kju7B1S6RkpDWZf4vs906g7rcezyR5RyF4bhcIjWmn6/jxCCwWBAv9/HGENtLOPJjI2zm+BJdne2sQr3a9vA7ZoptcjngMa5RQnmpgNu7CRRRCgJ0kqkFXgexN0utS7RdUWta7SpP3Hx+7jPr4TZn7/G4dHQ5cEUJb1OiySOyHLNU088zs7OPpPZFG3dPkNRlVS6Jp8URB60ks+W2Xz91AlmnaQizzOiKOT2rRu8+MXnnHPQbIwxhiiKkMJQVfkjM5uNZ/R7LXq9gJdeeDCzSZI0LysPax7MbFUbhuMJG2dOgwc7O9swZ5YQT3rIhlmlXHoYzSFVSBdeCK5oKiL351oisfi+IAm71HWF1p8fswB//rOfM5vN8JTkd3/3d5z+vQmUjKMA8wvcBjz//Bfo9pbv5dYYtDG88p3f5mev/pzBcESvm9CtI5IocGn1RvP44xe4s3XAzs4Oo9GIOInZP3BW0nfu3KHlSTqtmPXVHlcvvU15/iwvffnLSJwBkLT357aTxMx9n7KH5Dadzsg3Hp5b3cR2CDRFVZPamlGZIYyFD3GLjdkdTvibv/1bFKXPpatbiMrn2nXHba/bot+PePkhufV9n9ksvYdbKSVHR0f0+33qusZa/wS3gr2m1pa6Rp3gVjXcWprFcnn/WosVVBKQIUnYxpgKbZpYEf3Zc/srYfZnrzIcj+m0I5b6LcIgQIoZGM1jF85x684+u7u7TCYTojimOqioqopbt2/T8k8w+8HblOfO8vJLLzlmS/3AWnuS2Xw2uWdfxDQXiV/GrMU5tGVpRhgE3LhxjS8+/4zrsk+Hn4jZD65uI+qQa9dvMRtN6D8ks3EcL2qtMeYBzFZY6zEYj3+B2XmtVc35YH5GgKYh0KyR/HtmH8TsDuPxmCSOGQwO7mG2nUSsrXS5dvlt6vI8L7/0EsKYX3o++MvErFYCTMTecMrf+u3foqxCLl69i9Ah1659PGZPng8+KbNSKDzP7T7NHymFM6ayH11nBYJKgPBCWktttK4IHoLZB8v8himBH5KnGWjJ+so66WyKUoKsnmKtS2KWwqPb7aOUx/LyGsYIDB7zzRsrLNL3aIcJL3/1G/zkh/+SwXDEcr9FKw7xlaLdSji9sc7FazfIi4yqdkF5KvCRnsJZ2Qv6nS7ZbMLNayM+eO9Nrlx8h7XVU9SloSw1xoBFUtWGwWDE/sERt+7cprRNF1u6sEpEM3UxBmOd5a+0EltpTGUw2vn1Hx0e0TmzCbgLi6+cVrjbX6bX65PmOZ6nQIKvAoqqIvB9iixFW0tZV0gLURQSxhFZloOxtDorHB7e4bU33mN543H+9Y9/xjPPvcjeYEaelXhtSWQltfSpEfhRhNApQRigmgyuo6MjkiRx+zTWUlU1o9EI3/cXzjCdTqc5MMegPNLCdXr7vVU6vd4iqLSqnMmEayPf62qmlOccTcqSvCiablSTeaANxWxKXZeMxkOMqWi1Xchfms342scud5/s+VUw+5Wvfp2f/PBfcjQcstxv0WknBL6PryTddoIQgvFkzPUbN9zUsgnzbWD8zJk9PDyi3TArpcSTLgB76dQanU6XWZbhKQVSuB2DsiQMQ4ps9gmYzfFabUKr0OrhmBXChcI+mFmfNE+p6uoXmK0rsFYsmJ0n2QMoKRFSoI2TbcyjA2mcxLKG2fF4iDYVrZZjNss/e2YBRsMZURiSpym2hvWVU2Sp4zavGwvij1trv/J1fvLDf8FgOKTfjem2E6IgQJIR+i5najKYcPPmTbI0c5EGwnXxrLH0O13S6YQb0yPeffvnXHr3TU6trVNXhqo0nzO3vqu1QUCeuiD4j+LWGkurtcz+/l1ef+NdltZPcptSZAVeu0toJbXyHshtq9Wi0+k0l7zikbmtKrd3clLLb61znfU8D+RH11qjDWk2o2q4NdZxa2xNls34xl8FZr/2Df7ix3/KcDRidblNK+4RhyGTSe720IqCwfCIW7dukmVzZoX7DLWg3z5m9v23X+Pye2+ztnbqYzErcJJLx6vFHT4eglkh8HyPLMtYXl8jSVqfCrPLG0/wr378U557/svsHk0o8xL/YzDb7XY/ca3VtVjEDM6DYf89sw/BrKfI85zZ0dTV2Y9gdqnTI5tNuXFtwHvvvM4H7721OB9U1a8Ps0lrib29u7z+5nssrT/Ov/rRozGbJMmJOps/MrNFhZOm2LnCqlkBEE2YtBCfKrMPvEz5IqQdtzGlpsoqWmGLOs2IggBUBUogkAR+TBiGtNo9giCktB7WSqyQWBRWNPbT1vLyV7/Gj/7sX7C9vcPGao/lbst9U/KaXrfD8soyt+/exgpnBVnpmiSIMFiqvOb3vvd9XnrpObJ0xHQ6YuvOFp4QhK2AwC+xQmGR7O8fsb1zi62tHWqtMeK4CHjNBzmXk6Dm0iBn6Yh1TiamNty4eZPHzp4+vvFbzWQypbO8RNRKmOYFQRC4guJ5VFmG0Rrl+8Slwa/cYp1XaiIrCYOY2XSKX5acX1lherDLmXNPkI4P8UVFv+2zqzVBp42MFBWWV377t7j48x9xcHvgrBylk7q4JfuSKIqo65pOp8N0Ml2EuIVhiNaa8XhMHMeU1GhTsru3i7aKTmcVRQJCYb0CId0inpQSo48vU1YIamPwhKAdhk4qZwymcY7xJJSVh/Qhy6cuu8dYlP/Zu/X8Kph96Stf40c/+GO2d3ZZX+my0u8sbEE9pegvL5FuZVy5dpWqKkkS53IIUBWfM7PWUtVukbRnDa1uh2nu9MnOUtWnyDLqskIqn1jrR2bW77QRH4NZrXXD7OyRmMUvj5kV9+bQOamqQUiXhj43pnA7gW55vZozm02Ryn1W0vvsmXXcBrTjDqasGm5jdOa4Fcpi5aPV2h//8I+5u7XN6lKbteWuczJTEk8KOu0Oe/t7vP766xhT4QdqwW2ZV3zvd36Pl156nnQ2IE2nbN25Q6A84kBQfs7cKqWo8hxdVXh+SFxYvMqgEHjcy21kNOdWlhnt7XDm3JOk44N7uW23kZGksg/mtigKwjB0OxSdDrPpo3MrlVhw6yZZTvXwoFqLMQTCUpWKWFqyfIYS7rPic3BG+1Uw+5WvfI1/+6M/ZWt7l1PzWrtgVtLrdRkMj3j99Teo64IgdFEUCEGZ1wtmZ7MBeTbl7u2Pz6ybvDh5lbWmCab/5cw6uZCTRFlr6fR6nwqzp88+QTEb4lGy3I3Y1uahmS1L54psrf1ktdYr8T5Ua/89sw/BrBJ0u47Zt99+i7IqCEPPfZ+A6h5mj8jSGdt37xIoj6jtDvu/LswmxnJhbZXB9l02zjxOMRs8MrPzOtvpdJlN00di1gQlXtCcZ5v3P5Zm+u/OB58ms7/EzU+irWSW1dzd3mVzvY/0JUJJYi8CaZHKJwhidvcOWD99DkOzqGCd2bCUAmEV1kJdaTY2zvDcl17i3TdfY2v7kKefeIyqHmGp8X3FysoSd+7ewRpQwsNZ17sOpycNo6MDLr37Hq2WK6JLvR5lWVFMR9S6AKE4OBxw48ZtjgYjZ4WqZJOELBdLda7DIrAoclNidJN2bpy2Ei2o65obdweUxhD4PqYsnB61ruj2OqwsL4O0zLIZcRxjipwgCNztuZWQFzmmLNDa4ochiR9QFQVprTnY2qW3vMYTX3yOMFJ85+tf5PTpLmKzx0wHVEbTbQny8RHTzFDMCkwNw8GE3lKfutIEfkg6y8FKrDW0khatVhujDaPhmNXVVcb5mF63z2g8Ioh8rK6oyhzfD1F+m8r6eGGIJ3znjoTr9Evl/ny+x+KCIZ0bjVACWzVZLaJG+yVS+PgqphaasiowwqLC+NOpgB/jeVRmhZAIKxo3H4uwYqGl3dw8zbNfeJH33nyNnZ0BTz/5OGk2Q0iLH3icOXPWuUxlGViJrg2+13R9pGQyGHDp3fdptXw8TzTMlpTTnKousQj2DwfcvHmHo8GIWteIT8LsnSNK8w3HbJEvHOzW1lZZW10BAbPZjDAKyfOcIHQLn+0kIS+yR2PWhFS6ppMI8tHggcxmaQ7WZWK0khbtVgdrLePRhNW1VUbD0YJZP/awuqYqKgI/QnoxtQiRfoSnSoR0rpMwZ7bhwBiUsC5QWmt8T1JVLkTQyhpDhRAevojQwlDXJVqDFyWfObOOW4/aKGapZmt7n431HspXCCWJvMjpuz8mtxsbp3nm+Re4+M7P2dk94JmnngBSl00kLKfPneHm3TtU2qIrFw7pewIpDJ4UjAcDLr37HnEkkQo6rTZ5nlFWhau1uFp7/cYdjo5G1FojpMDz5X24laR16V742u0o1GUNhobb21QNt2WWIaQzwFldXWV1xS1Nz9KUMAictj0IqOuKTpJQlDm2KF0cQmBJ/IC6KMhqzd6dbXr9VZ744nPEkeI7X/+S4/Z0j1nd1NpEUIwHTDJNmRboyjIcTun2er/ALUASO26NMY7b1VXG4zHdbo/JeIIfeYtaG/ghUiXURMggwJPBIhvaCpDSB2xTa+0v1FqhNVpoTF06SaDvYYmw2MZ5CoLgs+f2kzCLcXIaIcQie6quazY2z/DUs1/8SGaFhPMXHuPu1g5laSgrF/yppEDgft7HR0dcfPcdkkihFO493HSuq6qptQdH3Lh5l8GwqbVS4nsSIZTb/Vjo1twBdKaLBzNrv0ng+VRFhhQug7Hf77payydnNkl8Xvnqc5w528ee7pHqkFLXdFuSYjJkktX3ZTadZbiBvXWKgPsyO7631gYRUkWu1gYRUhROAiVdtZWqyeDBTVn/KjAbe5H7eVQevh+xt38/ZiWqORdprR/ILBLOP/YYd7d3SLOaqqwQCKLIQwjwlGAyOOLSe++6Oitx7+E8papKqrr6aGaVxPOO66xkbtktMNYwq8vFJOpjMbu2CgLSLCXwPyazd7fp9JZ56oUvEMUe3/rKc5w/20dv9njOPDyz99bZhFbSvud8MB49HLOeLHAZuwKpmp35pgGAASE+zGyNFgZdOWaN7xF8DGYfeJny2gGlVai4xyDNOJ0sY3NDLQ2B8BEC/MDHCMPBwT5Jq73Qk0qMO7jiXqS6dqnDxlp+45u/xXtvX+H27SFpVqNthbEVBkPke3hAVblMKlNYalU7J786Q4mapU6CrgtMUWO1ZZamVMaQ5jW7u1tsbe8wnkyptEZ5HpWuqMmQwoWHespZImOayDE/wHrORVFog+e70E+TWfIcPrh1m+efeQY8jS8td25c5+atawStkAtPPU6dZ2hpEEKiy/8/e3/aJFmW5vdhv7Pde30Ljy3Xqurq6q7u6m16I4EBOTM0CgQHECBwg/Q5pDeUCW/0bWQyk0kwE4wSYQZSJskwHI4A44BA90xP15JrRMYe4evdzqIX51x3j6zMqKysJWswc9uyKzI9Itz93p8/91n/j0Uh8L7BFzLKazYlta9QSKQBPcipLzzLiwnqwcfs3ZmxUzhOPvnXtI2lLlvqpuEvJpcMigwjYXc8xLcSpQtE0OAV/WLEfD7HNlF1pKkd49EOs9mMpracHJ+xt7fHdDpFopFWc2dnj9Ja/uhf/DH/j//uX2HzglZbRO1xbWrF8R7r3ErRxjU1vmnwIT7WtrFPXSYZSUu5Utjq5gCivKjkH/6j/90XtX+f63h9ZgVKAJK4gs5HwRGhJM77FbOPHl/wi583eCwohw0W6xx1Y2mbgFaSprJoAUoFgm/ItGRnOMS7ZoPZktYTjfrhEUfHx0znC5yPCpbe2ddmdrmEv3j8hB9/8AEyeLRrePLgAQ8ffUI+yPn2d9+jLksy4aKUamiRgLfyCzM7e2Vmw4rZ7fEuk8kE71qOn52yu7vLbDZDBoVq4c72LUoLf/Qv/piL//5f4PIBTht82eCtS60NPsm5xlYA3zYE264yUp1Ck0BgfYMLVRKrYKVM1Q1Y/4N/9L/9WpkFMMM+TciQxS6Xy4b7/QxfCayUZEK+MrchxCF7ZFyX+Df+g/+IP/vVr3j05JjprCYgEVJisTRYhFEsF22UoK8ajLRoFat3RsK434/ctvFmvCwrWh9YVo6jo2ccHh5zNZ1jbYhys67Fi+VLuJWQ9REh7u7DBbR2kVsqlt7z4eMn/PCD7yOMQeF48ugxD588JO8XfPs772LrGhPi8kqf9lx51xJyQV031GVJ7eoVt6afU196lldT9MNP2Lszv9HWZkqwPRqAVdFRF4bgJL18yHK5vMbteGuHyWSCsy3HR6fs7OywWCwgSGSr1rb2j/6Yi3/+L/FFD5t53LIlJBGckByyaG8ttq5jMsPHBZetjdzGNtYWx8u5/Xv/m6+X29dlNgQR/QPBanbBh4BOWd+O2YePj/jZ71QrZh02Vg50TjmvgJym9gg6FbEWoz3bgz7B1bjWIYWgaioaq5jNPcfHJxwcPmO2srU6LmwXVUzYKoNEpxUtCh9uZnYR4LdPnvKj738fXIvwlqePHvD4yQPyQcG33vv2F2e2XLDT8xx9/KfYxlKVLU1d89vpFcNeFMx6GbOLxQJvodfr09b+BmYVsoXb2/tUVvDH/8OfcP7f/RGt6eFMhi9rgvMvtrVNTbDt52JWym8es7mMy56V0ThuYjYGkCHElR83MhscVoAwBeW8QoseTWVRNGgd/QOtPON+b4NZPpNZby2W5+ysWPsHmB5Cvw6zPd759rvYpkZmNlV1Xo3Zy0vP4mqGSXZ2rx84/PB/wllHuWxom+aVmXUt9Ho9bBPY2d7j6uoK2zYcP/sKmbUWqaJ6uKMCIKR561dh9sZgSmlJYXqU84rZbEa3JFFKhRSQFxlSKxrncD6QFQVCSIyRuLpeRZdAag+PKlvf/953eeedd3jwF7/iX//bX/GDH76DC4HZfL7aAG2tS7KGDqXjLo/aOS7mc8gypBYEIBMK4aAua87mMx4dT5iVHlWMCdZhhaQNNY1rsK2N+zx8E7cuJ+ejdHXKkEmEB9e0eGtx1mHahj/78EN+/vOfMzlfQvD0en3ee/89mtCilUYWPbzz9HoFZRlLkk1dQ67IdD8KEgAuuFj67WXk2QLrWp589GumF4e41oENGKm5t7/HcHyLg6ceJQTT6RV5oVC6x8XFBWIWr8N7771HVVW0bYvWGq01i8WC8/NzAP71v/639Ps9fvzjH3L07AijFJaan/7il/zO79zl6MojBiNaYyl0gRISrVQs72qN0QZtDJmSGBkXxnVqKyFAkedIpdBmXRKWMlbJnIuyv1/38frMaur2xcOFPlxn9td//pvIrA8sF8tUEbVYW0LQOBxaZRQ9TRsCF/M57xqDMAIZMjIpEA7KRc3JbMrT8xnLVkAxJjiPD2B9Q+PEazLb8psPP+TnP/sps3JB8Gtm28Ss6PUILgbhy+VyVV6n+PqZnc1m15gdDPv84IPvc3JyglEB6wM//cXv8uPf+QlHkxI13KZVilxplFwzq7VZ/c5MK4yKCnZKqVW7WZZlSKXRJl8xG+1SmgEgvJCBr/r4KrgN3vP999/nnW+9y4Pf/Bt+89sP+f73v0vrLIvFHO9rQmhp2iUiGPANRguKnriR22pZcTqb8uR0yqIViN6Y0HqckFhb0zpu4DbeoJWQCOexTYNvHc7ayO1HH/Lzn/+McrlASOj3+7z3ve/Q+hatFZKo6Fr0+2tu65qQS/J+j6Zt43itd1HcoZeRL16VW8nk6oKit4XJ+lxeXjKZTJBS8t5771HX9TVup9MZFxcXhBD40z/9t4zHI773ve9yenqKURobKn76i1/yk5/c49mlRW2NabUlEwYlNEpF8Ym1rdXkOv6R6TGjzZpfKa/Z2jfN7WszqzNcaFa/Z7UUlFgJehmz8/mcpqlwrqZp67THqEVIQa+QtMDZdM63lEZqgQweKRUEWMwaTqYTHp9cUToVme1srWto2oBtLc4uwQtEiNnrEAIlL2dWNQ1//tvf8rOf/pTlYoYIntFwxPc++B6lbUCJL4VZ33qEBy0U9/Z2GY1vcXgASgouL85vZLZpGrSO4hE3MZvpQGMDP/vl7/KjH+1xeDVHjXZw2pBJdaOtfXVmn5u5+gYxq5Qkyw1CCmp7nVmtDW2653asdu1jNzK7mNPaBc5XtLYEqbG2RiuB0oImhNdn1oXXsrM3MVu5OAphpMI6Sy/L4l6rz8vsebSzwoNGcf/WLqPx7ddkdvqVM6tU+vfMABJl4t5UpeKCr1dh9mYBiskV2e4IYzRlOU8lsvjCYoSuUNqQmwyhFHle4AOpNa8rO4b1HxGQIgCeP/j93+fxJ7/l4ZMD7r69R1m3zBdxQVjssffkeY8Q/PqNaMWvP/6YJlhsU1PXDaYYcDmZc3I5p2zjfE/TWqRssT4gpIqqHziUMmiZNskLiUwl0mEh4wxMEAjv8dbGmZYsZ3J+zLOzM86uLsm0xtUtdd3EwANNL+sxr+f08hzfOgbFIAYSbXzdO7u79KShrRvqZYlrLQLBIAdQ9PKMvXGPs2cnCBsIraPOGpbzQybn52yNx7TNnJPTCmMyhIS6rlksFlRpH8ByuSTLMnZ3d5lOp2RZxmg04vd//z+MrWJC8MMf/ZBMaVQGwmiyYsR/9Xf+U7bu3KFVDilNbBGCNITnVl8H58G7NDQd2/+UipWnZVlhrVpnWdOgnxas2q++zuN1mY3/9+JDAmGD2Y8fPub2/R0WZc1kNmM6O0cpj6fFZBn4gA+OECROSn798ccsmhLX1lR1hSl6XE7nHJ8vKNu4Q6JpbMpkAQict6/N7OzylMPTU84nE4yQeB9WzHo0vbzHbDanyHN86xn0hlGppo27lr5uZieTKXleMBwO+IM/+L3ElmBvb49MB5TJEUZjeiP+0R/+A7bvvE0tRKx4BNbMpp7oECdOwXe2I2YRtdbpuSOzkH7W+5Ur+mYmpr4abgUxM/kHvxe5/fCTh+zfucWyqphMJ0ympygTCFi0ycHJyK1XN3N7MYu2FkHbepAK50BIjXUNiJdxKxn1NAIQwYPzBOcStxmz82ccnp1yMbuKFeE2Lq/FBxSCQV4wqab0iwLXWIZFH+csvnUEIdje2aUnM9q6oVqW+M/J7Xg8xto5J6fNSs20aZobbW2e5wwGA/7j//j3gTiMv7+//5ytHfKP/pO/w/b9e9TSIoUibuGMGe5u/iTBeI3bTtrXe0/dWNw3iNvX9g+8/5Rj0jmohNjN8iJmr6YTzi6u0nJ5h9Ym/i4fEESxpj9/8JCybfB2zexktuDofMmyiV0G1vloaz0gul2KASUzjNZInXhFkBnDVh5f24uYnZwfcXB2yvn0Ks7QOE9VpUWgAYovg9mtgvPjM6QXuKqhNjXl/BlX5+dJ1exmZsuyxBjD9vb2DczukWmQOkMaTdYb8r/+w7/P9p23qIW80daGNGfyKsxe+4Y3cNzMrIzMGkWuDUKumRUp6Fq1iUFKHIfPsLNXXF6dI7UliAadaYKFqCKn8FK/FrPOWcJr2tmbmJUBcpMxq2b0stjt8rp29vToBO0Ftmqo84ZyfvRazF5dfT3MCiFoW0vTWNxqB1r6Ba/A7I3B1GDYYzabIKWhKWts6xDEG4HScdlrrg23b9/mD//uXYpeP2bmAwihgPWQopQi9s0HD97ywQffZ/fWHZ4eXPDr33xIryiYTmdMJpM4MEnaDG9DKs8JglI8enbE6cUFuYkDgR6FzvuMdu/RywZonWGyLC2iZaX0FWU641+VlCtVLxECwleE4BA+kGnFsFeQJ8erahY0F2d88vQJ333rbUCgpeLw4BlFP0ot+9bihWI6nbC1tbW66RqtWNRh1TpXXk1ZLhZsbY1QIr4YVzc8ffSQnsnJtUErzWR+hcw0O+MhdVuzv7+D9zCdzdjZ2Wc+XXD79u1YmVCKO3furNRKdnd3VwPNdV3R621jjOHi4oLxcMTZ5TnjvX0WV8ecnhwzun0b5x1CGHxqEYqvN6Q/MYgSq+gclBK0rcP5Fus8DkcQgSACTrg4cyXVai7g6zyGwz7T2RVKZDRNg7UOKRSCmGW4idnNm7tSaj20CHjb8MMf/oCdvVs8PTxfMXt1dcVkcoHJNISQnsOl1jKLV5oHB4ccHh+R6bi00wuJyfuM9t5iUGzFjInZYBaAgJLhtZj9qFnQnAUeHDzlO/ff4nlmhYBgHUF6JtMJo9EIgHK5QKsvn9ndnX3msyW3b98GoiHsmAW4dWs/znwBdT1ja2uLPM85Pz9jPOpxdnHFePcu86slpyenjG7dwyKijUnM+hBFTzaZ7dR5Qoil+raxOOexAayw6XHwSetPCpmGU7/+YzDsMZlcokWeWhJDbDkScVj55dyuX28IYSVZ7JI4jMDzgx/8kP1bd3n06EN+/Zvf0is0k+mEy8kpWgfAxedwAu+IClIqeym3W/t3GeRDlDYonSe70fW/gFL+5dyGKqlcenKlGfRyMh0l7T+qr7CTwIcPH/D9b79HsKC14uDpU/r9Auk9wcZ2lflsRq/fRwBVVaGVZF7Fm2QIgepqynK5YDQaoQigIDQtTx89pOi41YbZcobMFDvbI+q6Yn9/D+c9s/mc3e19FvPypdzevn1rpcw1m83Y3n6xrZ1dPuPe6Qlbd+9ivSMzGkhSxyEQglh1YXQ2KCR71Nld5+JqC/cN4vZ1mY3+YHy93blcSzrHfVAvYnY6vWIyOSXLBD60KN3HtXH3TNMEvFQ8eHLI4VHHrCdInfyD+/TyLaRWGBOZdSHNBQNaxoSvCHHWlRDwNu2qCxUhMZtJtWI2+EBVz2kuznl4cMB7d+/HVjYhefzwMb1+zpZzX5zZx4/omRwjTNwTl5jdHg+p65Jb+3vYjtmdfRazkv39/dWKkzt37qzsYJZlL2H2nPGox+T8ivHeXWZXC+4en7B16x6OsLK1LvkHAC5VZfgczIbQiQDIeJ6/5uMmZqWSWOfJegW3b9/hD2/dfyGz3blcixrEBMAHH/yAnb3bPH780ZrZ2YTLyQkmC7GdXgZ8J67WgFXmtZmNra2fbWczpRgUOZnWCALljcwWbG2PCK0D5ZlNZ/Rfi9kH9EyBFpr+oMd0OUVm+rWYzfM8Lenl8zGLSm3vSeEwXbNNoaprzOKx1mNDIAi7Cv7TwAcyKSe+7LgxmMoyTWVBBUldVywWCzKjIAi0NkgtKHp9trZ36HuZ6k8ifbZi9BJCVBPx3sUKkW9pljOyYoef/eKXHJ0/5uxyQi8vmS+Wqza/Tj759PQUIT1CxLmQqnE09QItFc4Fqiaws2/YudtH6BwhFNaCFzL2jgaRFGe64DLgu9cVAviAdGkwLXi0yhgM+mgJs+kUJ0H1+/zm40f84P33o4xiCFxdXNGve8wmk05vg7ZtePrgMXme0dR1rAR0To2UlGXJaDTi/OSc0e42QilmiyUhQGMl88tz9sY7WKNYLkru379POT3D5IKqLHE2UGQFF80lTdOsyubj8XilbjIYDFZqaUVRrBaVKRUlOq11TGdThNmltZa6qhEDhbUOEdRqLqoLyLpofjMyDzGox7mkgEL63uATeKQM99dvLLWReCtQxB018/mC3ChA3shsd1PfbDfpPnjOtmAbhOjzs1/+exxdPOb0ckKhFyzLmjYtlOv1+4xGY06PjxFEMQDR18zLhjJ4TArm6saxs5+zVwyI6WuJdSHOvKQc85fB7J9/9JAPvvvdTzM7ncbfT6BpGp48eExR5FRlif4qmM0LLs6vqOt65ex3WdKO2SopCOV5vmJPKU1VxSWJ09kUsgG2bePvKXpRrS+IuJT3OWafr8YHcZ3ZwOb3JmcAgXgDzAIYo+J8mVBUdcl8NqfINSDRxiAVL7G1L65MhXTzsHWNyTJ+9Ds/5dnpEacXV+QmUNUlzjUgAkWRMxiMOF+cxptQEIi+ejm3+QC0QYgUZCEIQgLRqQ9CvYRbj3QuJgFCQOWGwbCHEjCfTbEyIIqMP/voY37nxz9iulyghODq4gLfDKmmMwJhNQPXqestFwu0UOk+k2xdWa24He7ugBRMkvpebSWHV+fsj3dxmaJclty5c5fF5QlZAWUZB6N7RY+L8yuqqlq19zzPbben7SZbi96JtrZuEAVYe53bztb4VGV5PgsaA63ErXDfGG5fl1n/XDW1O7dRsARs9WJmy7rEuioy2zNsjYacnJwghEUiUP2CRW2p6oBRMXlS28De7R77xZCgdMru+/TZiUp0KtlCATEhGHyctQgeEUuHa2YzRX9QoES0ta0IqF6PP/vwY37w/vsszuMaiYuzC0ajPovJ9EtjdvEyZvMNZvMeF2dXlGW5mqd7NWaTrXUbtjYtMiUvIrOsl6p/UWaFF/g3EEzdxKzSHbODG5ndtLmdnXVNTWZyfvST3+Fok9mqxNoKkPSKnNFwxNlJsrMERF+/FrNSyM9hZ/V1O/sZzM4nkzRLHRfd38RsWZZsvZTZdoNZ/QaYdfAyZsNGNZx0Dp2PflgXTF1jNtmnG+zszQIUWgIO61qkVFRVzXCwgyRLJXyJyTKMyQg2PmGXaSOIa23cTVMzX0wpFzNctcD6GUpn9AcjJtMZdTVjkbYeZ1mGlLGnNcsyhPRkmUZqw6ycUS+XGKVxDqxVDEae3PTjgt8Qs31ppRwbtxtYuyAEYqsAIqz+vWtFJFVXynpO5VqcFBydHnE5mTAyGb6ugMB8MgMRUFqRmSwOsAWoFhV5L0cXGdPplMa1yCDRgwJrJDZIaquZzSp03scGT9kEBnv3OCsr2irgveHZWcmov89ksiDXOdtbYx4/fsru7g7z+RznHP1+H2vTsmARF54qpTg7O1s5qd57MpPFzILWtE2LlJa6jI+1tcUIGdvTuqqUcynL37WSrCGSIqxEKrz3BNFJT65bO99UH3+WaeoyLldb3aAGuyhiq8lLmX3u94QQFfKWyyXL+YR2eUXrC5Q29AdbTGcLmrphNp/jPVGxSzZMJwsy00eK+Fq81HFovypjm6gD6wWDVpCbHm5V8XNJRWojoPoKmJ1NZiBD6g/OoiQ6gnJRkuU5pjBfPrOPDtjdi8IozjkGg8ErMmuo6uWaWRUlXJ112Kom0z1IxvFTzIbr9H2TmYV4k2+EwzsblyuWJcPBLjJohHh1brtdHFVVUS7mVNMpjfdoU5D3h8ymJzRtxWw+w1qLMT2U8sxnJZkZoIQjyxReKZbl7MXcZgVeRGfTw0pJKg6ZR4WpF3PrI6shrP9OnPcqqxmNb6m95ejsmPPLC3KtcE2LCIHZZIIkcpvneRLECJTzRZTULTKm0xmNdUgR0IOC1kiaIKmsZl6WmN4Wy7bFOxju3eNsWdOUloDBnS7pF7tMJg2Zztne2uLxowN2dreZzeK5Gg6Hr2lrHXVZYdsWKwO51CuHpKtIdRLG0Wdb29rOgbWJbeQ3h9svi9nu/bdty2I2Y3l1+VJmXWiiapeE6WxCnuUIocmMIEhDuVzg6prMGNrW0VoYlJ7M5HjRiV2sZ7RCSIqYCBCJ1xBAWCAt9HyeWRFtcFlNWbYVrYBnJ0dMpjNybQhNjYDoH+C+VmYfPXzK3n5sQf18zH7a1tZVibUWKxryVadGdNqd/avN7KaDXi0WLK4uKa3FZD2K/pD5/Cwyu5jhvSPLcqS0TKcLMtNDCU+WSdxrM8sr21nxnJ29idnZZIbAoY2JCpSfyWyP1iia4L9xzGayWHVZPc9sWGeqgTWz3vkUTL2AWYCN/avPHzcGU7lRHM0uKbIRAc98NmdvZ4zJDTrTZIWh6A/Je31CZQkitjjhFd2HKzqlcaHrs2eHXJydUM2uqG3GycUVJsuRSlPXdSqmBZbLOXlmKMsaRPwdzgd86yAIghc0zhH7zgX93hCtFB5SdcSv5n9IsztRPjhAao0QwSFw8e8ilvcR3eOkuY1A3TQEETfXf/zJQ/7WT39K6x2ZklTlkqZp8c6T6Zy2deR5EfePaMMyOBolkMM+y7Jkd7xF3TbIfo/WaXqDHf7m7/0+pbVRwc0HfOOo6xajDd7WjAc9Lk+POD54TD/vszTFqnWyy8SXZcne3i7Oe8qqJFMZgYB1cbN38J7WtnGRadqnE1vgYhXQW0cbWkSQqV0qZvl9KrMS4gc4nU68WO/siYZU4YNY9fA/n4X6Oo9MSebTKUU+SjvBZuztjMmLOOD9UmZTcq0rLbdty3Q65eTkhPOzIxZXp1St5vD4lCwvYK6irHnKppbLJXmWU8fBPVwA5yQEgRQK72MmJkpEmxh8db3lIV4TQUgZ/mgo40Dpi5gNr81sWS1pGxs3vJscZyOzs9kUPcpYBnsDs4reYHfFrFAS7wKucdSVxRiNb2vGwx6XJ0ccHz6hn/cpswXdoO+nmHWeslymwc8QZ7c6Zh0oEdV+fIh91c7GEr13Duvb2OYXklO6wWzwq+6TbzyzAEYJZtMpvXyEc47ZZMre9hYm76GMISuyF3IrNkV+0vmLIjRnnJ2cMDk9Y9HUHBwfkWU5CE3bxLyoFJpqWUZulw4RJC4InI/JsDhgHSirmuAFAU1m8jjULGI2lO78wcoZvdHWkvrT0+NC+CjxKxxV08TvCJ4PP/6Ef/8nv4OjxGhFU5a0VYX3YEyGtY48y5nPZ6jMsPCOWoIc9FhWFXsdt4Me1gmKwQ5/4/d+j9r55NyBazzlsqLIc9q6ZFgY5lcXydYOqLJyg1v3Am5LsiwDiDdq5/AhYG2LkgKURAZSO1ELxNaxVljwYtV+spkxfd7WAituY4JUf2O4NUowm03pZVtfiFnvPVVVcnFxwcnRERfHR8yrmoOTo2ibErOIGLaXyzl5XlCXySkKHucVMq0IsNbT1EtIYwB51ostOoLIbEr4Rlc0/leQJNrwkdWQgqbOhoiVR4MQITIrA1VdJ1vr+OThQ375wQ+wBHIlqaoFdd0QnmN2NpsxyDLmNzDbrpj9fWrnXsBslpjNmF+dc3zwhH4+oMyWeO+T0u6nbW1VlqgXMmtjq5iUyCBo2wZnbbSv1mN9+rpj1tprWf5rzHay4fbfNWa71xtS1aaO4kmnJxw9ecJkseTJ0WH0DxaJWSKT5WJJkRdU8007G/2D12E2zkM9b2djW/d1OxtfLyKgjUKI68x+/PAhv/zBD7F4Cq2oysRsgMzElSmvyqz9Cpj1zlOVFSqLXVifi1kZFWh9iNXT68wKurMjIK3h6LoEwjVmSQFtVAV8OVs3BlPbruTQVzTeIIyC4OkbjTIB2d+CrCAb3iHIEUHGzLfWYfWGJB5b11xcnHNwcMijR4949uyQ2ewK5x1VtaQu52iRUYsGJ5b0izhTVbctWSGprcB5jXWGXEJm+tgMgvfkRYHWmt29Po6GBpXOTGzfj4YRZBBoJ/DB4VxLEPEmLkgtbLLT6o997CJIXAuu8oTWIQIoZfjowSN+/pOfIISnPyyQRrK4nFE7S2gbZKZY2Iq5LcnFgHrekpt+bBNpJe28JTM5RVFQLVqsVQzH93jy+IBp1bBcpHYSDVeTE5bTC/7gd39Jtj1mNBtzcXxMlhkmV3OkEmhluLq6pNcrWMxnBBH7cqfzJSbLmEzPQcQh2sVywW5/m2U9p1UBr2LFr6lqPA6nVGzX2bjBbx6buRnv/ApK7+OA4+r7ugDsDR3bvuQgRGZlppHAIDOfyaxPstnOedq24fLynMPDyOzh4QHT2RXOWcrEbKZyWlq8CPSNhzYyq/OOWUUD6Caqf2VFD0JAG5OGJ4d4YWlCp19K6scNyVAGtO2ELBwhOaMr4/mazAojOb+KmSVfVyijWLRLlraih72B2ZxqUeFdwWj8Lo8fPWDWLCiXDcLnoDzT6THL2QX/0d/89yi2x4wXUyYnJ+SZZnI1QyqB0dk1Zj2e1lU085Jer890dokPITK7SMw2U1oFXm0BEls7PC214hqznWhKd/xlYRZgl5Znbknbaoo8IxOCfpFBIZD98Uu5ta1NN92A8w3Lcs7J6QFPnz7l8aPHnJ5e0tqGxWJGXS0x2tBUButyhsKiREkdGkIOtQ24IGgI5K6Jsyn9qNyplUbrjFu3+ngRaMliokut30N3g9dtErKg49YiRJytEDJHEJDBxjbgoGI7UNPiGouUGUFIHj4+5mc//DkEwaDXQwrNoo3X2jVRlGRuLXNnyRHUS0uuB1R1Ba2knrdkWU5hcqpyCmGP8c67/NtPHrBoSxbzlmB7iMwzO3rKcnrJ7/+NX5Bvb7E1H3N1eoIxa24z85ytDbHdeXY1oz/oM51OIUQp8MV8yXgrZ1k3OKlwukGIGt+UEAyVamNbjk+t0avqfzyucdsxGzpuy/X3vWFud0XLkSux1nwhZpu24vLqjCdPH/Po0SMuzi9ZLOeUZRnbp3ROU/UIeEYqIFVJ5SzGBGoXP8oWKLwlzw0hxISjVhpjDLduDwjS0aJBqGvnumNWWZNsbeqsERFsEQJCaIQICCzBS0QwBA/OAs4jhcALxcMnB/zihz+CYNkaDBFSMGugDWCbgFCG2lrmrqUnoF68nNlyOQG/y9b2O/zqwXVmMZ7p/Cnl7JI/+Ju/pNjZZms+4fLkhCwzXF12zF63tQEIXjCfzun3+kymkxcwW0VmBQgcvmnAQ20EXqwrMl1b/KrFbOOsSiFxxARtXIK6fuxNM7sn7GszG2fFQpwVtzXLcsb5xTGPnj7i4PAJs/mMxWIJvsUoQ0sfHzw7RjKvF1S2RRtHG6KQRIN4bWZlEGirNph1KZmV/iezyC6e4DXeZgSpaCoBKUnpUHz88Am/84Mf4bxjMBrgBZFZD7b2CJV9A5iNFbNer8/shXb2xcw2L2I2VmzwXA/mJYlZ//rM3hhM2abFOUvTtjHjP5tR1zWj3oAsy1Amo9eLi1m7PnFjDEFGh9A5i7WW09NTHj9+zOHhIWdnp3Hpo21omgof7LqPVsS+VaUsIvU+OjRCFdG511Hv3RhDVcU2QKVUXMYXfDSAr9KGu5Ftit8vkcLHSkDKquR5RtM2KVMoUSrjcjLj5OSc/VGPpnXUrY0LURFxdiid9KhVb2mbil6e0eDJlCS4FtMrCN5Br8+i9lyUNbXIWLSWy0XLydExO7ducXJyRV3OUL1tPvzwQ3RdYwHV1GgpcNahtUQScG1cDqmUZliMODw8ZDzOUcHE1jErUBjKqkEYg/ctlY0Zs+CjIXS4lQjDpvDCJlCbX3c7qLxLfeUbj71JY2mbFv86zHYfNCAEz2w24+nTpxwcHHB2dkrdVC9hVryEWR2ZFQGpIrN1XT/HbOhSeS94J5vl+3VGTBC+ELNNa2PQFtbb0lfMNjczKwZ9Fo3kqmqphWZSOSbTivPjM3b3dzk5mVCXM0Rviw8/+hBVVQQhoK5eyqyUikE+4uTkhEL3UcGg4DOY5d8pZgGcbbFti6Ohnxmmidt+P3KrX8KtUrFFySZZ/LZtOD4+5unTJ5ycnDCZzLGuXXHbtSkIGWcIG90iXEtdljgkQmU4Z0GL2PJiDFVVM13MYjtFsrWb7v/13vP0b4RUGfSrilXspCpiJUBYRAh4F6XAm0oSgsQ6R24Mz05OOD49YX/Up2lbGtsihMQTA4vgOlur4967DW5zo/CuIdOR21CMWFrFZWUpg+KybJnOSi5PL9i9s8PBsyuq5YT/qD/mw48/WnErbuBWSI0ZDjg9OET2e1ilkUJQI/BaU1Y1UmkaH6iqJmU24zmJ3K5v8M+z95eFW9vEfUfOV1+IWWstFxcXHB4ecHT0jMlkmtYnNEkciSRRDCrJJUvpN5g1iVmD0mrlH0yXU4wxtG0T7YN4MbPR0saMfgjRYSbEClRUIJYp6Eq2NniUMqv5bu8DxmiOj485Pj1luzC03mG929ij1e1wdGidUdc3Myt6WyxazVXlWPoXMHsYmVX9bT765BNk1WAFyLq8kVk9GHByeIAoCpyK6yJezmzyD0KILXuEjcz+yzkMqWrQNA3eOeTG/e1NM9vUFXVV4ZxhkH8+ZkPqrLBtS9M0nJyc8Mknn/D48SPOL86oqip2T6REdLdrM4QoXiOtp7UVDvUVMtuJ0sQq1PrHozhR07TRBjmHMobjkxMOnx1xa6tP1bSrxevfGGaVRg/6HB9cslcUWBVVC7+JzN4YTHVAxPJby9n5eXyy4FFSMRgMVm0OWmuapiHP87hcL6wHS6Pz2DKbzSjLEkQcbLPOJhg6xb/YziO1Rtr44m3bIrxACI11Ho1c7YzZHDq/BtpzlRWFRIuXv9U4+Jqc01Qb9T6+RucFgrjstWpKfvPhJ/zt3/tbnE8v0FphMoN0sd+6bW00/DrD+0AmBcG15FohktKab2qClMjeFiG0qCJDZRqkZDAYMugvkBh2d+6y9a13qBqLzAyX51OGuaReVuRopIwqRr1en6aJe3uauqXXV1Hy2scPglQK5x3GGKxVqwVkbRPwISlKATbEvQqvcoMHksJiXM4nNx563qF9E8frMGtj/8Hq5/M8j0OUdU1ZVgTsazMrpV4916syK+Oa5Y13lQymWAdxr8Os0QqTZQhrETKKprwKs15KRL+PDwJZZOg8R2eG0WiLchYAw+7uHbZGb1O3DrRispwz0AFfW7SXL2TWuZo875PneZI5joOtf+WYDfHmHZSkcS1n51OapqGfzseN3BJZEjLa2jzPaVtLVZW0NgZSIbgYBPm4eFLKOAsglUKqyJ1tm9gqIhTWgRDdfq7IbV3XdIPYm+fs+QyfFgpW7Sbdn47bqNwnU7sUSLwjtkt3CQopcMHzmw8/5G//3u9yPr3EmAKTa2gDQkratk7cmk9xG59HYOsKqRSi2EaoApnlmKIga0uGI8ly2mLbwK29+4ze/RZVbVfc9nUgWIt5CbfWN2ipMUWGCw4XLELpqEZnNNaCkgYpBW3Z4vxavc95h11llD99o/7Lwq0CtFKgFa23nJ3PXotZiH5C29qVPHLT1FjbgojqnEIkLrxHao1yHiECtqkR3scVKC62RW36B53Ucvf37nieWRVE6gCIvArRjQB0tnatShyrE5amSYI6AYRU1LbiNx9+yB/8jV9wOZ1GVbYszscJKWnquKdIak3w/qXMCqXwZgQiR2Q5Wa9HZqsVs87Crf232Bq9S9VYnBJMlzP6RuAqdzOzQmMyg/UWGyz6FZm1weLCp53S7lxu/ls3/xZHCSxGqmuPvclDCYnRGrSmdW7lH3wWs241vwwkv7YsS87Ozjk9O2OxiHOV1sbZpI45IQWOKOYk0x7Ouv6qmQ0rOysEyJSMaNuWpq3j9SLOCjoPH37yMff/g7/BxXSCkuabxWzdoPoKnWla12K9xRjzjWT2xmCqKAqyPKexccamKac0affHAMjzfKXO1Z1YIWKrlE/SiUoper1edBQSIK11Sbo3gFhnlKWUtAGkMgjp2dnd5eDgGIkiy3TM3FqS4W3TCWGlatedpG4Iu3NWc5NdU5qDmNkOPsb3UiYVFAJCi5Q1a+P+ihAlvl1rQRoeP32GFQIbBME6tNFIpWMVznmyPAdrQago2drBKGUU00jqK1sjTWlL7uz3Y9uhq6mV4/2fv48LGU1b86Mff4dvv3uH3wxa/tmHf4qQjkxlWKGRKvYyWg9CZcm5tPh6RtAeLyxeeZrQYF2LawJZfhvnaloRML0Ri7rFBbAhYLF4/+IofPOm3z1mrY03+aZJMxSvttjsqz5el9mQ+mq7o9tJ5JxDSkHdvCaz1lJ7l7JCzediNuBS1ikZA+FXrQadM/y5mXXxpiGVIgRP6zx5niOcQ0iNc8uXMjvoS6q24dZOjg1DZJjQ6Jbv/fz7eC+pmpKf/M53efdbt/iLQct/+0/+FGUkEgWqeAmzHt8uQHksLU66uDX+S2Y22qU4m2LbNkogpz0hb5pZgNwYekXBzAvqpmUxn0TjXsXB4Jdxa61d5dDChrx2N/PovY1D4t6CiP8VxGAqDvlnSOsYb29xfHKKbz0my2gbh7MClSo/EOci5MZNBlg5ENe5bRO33Y3eEUKUR0YsU9LCgRQIqaiaGuvnkAafbRPbNR89fYyVv4tXgta3K8ltINrazMR56xfYWmNMmrf1jAaadlZzZ29AbQfIMKFVgu/d+R7WKaqm5Hd++j7vvXeXPx9a/tk/+VNUJlEohFxz21hPEBoXJM63UE7JpUX5GiMs2Baco21BF9uUjcUCpjdk2bTYIGJLWrBJfevVuXXOfeO4LbKcfr/P1EnqpmK5iAmAJskYvyqzVVWyWCxYLhcpaEzMhtgaGgfGkx12DqkVwkq2d7Y5Oj6hbUqKosC2ccTguq29nrSClzAb7MopJbWnhjR46btgKsmtCBEFtbx3MVmmFN5GtbVPHj3i9/7Wvx8XntsWoUxc2kuc+84yE2eVpVr5MFJJtEoLQ0Nkdne7x9nUcnd/QG37KCaUIvD+L97HBU3VlPz0p9/jvW/f4c8GLf/t/+1/QmQCjYmJg5cxW03JNpgNG8yqfEzZOLxUmP7NzG6e085Z7f50sy9dRRWxKZ7wZpntXWO2fmU765xlw32kaZro7Nuo0Nh9Rp//XAoE1gVUZpDOcfv2LR4+eoTzjizP4+qfr5TZgJesmI2AxXZ7V7d44MHjJ/ytv/lLvJB4b5FSf6OYDeWUXDp0aMiEJVj7jWT2xmBKpHmbtmxiRG0t08mU0fZuzPg9d8G7SLr7b1eNmkwmTCaT1RBtCNGhQ3QD4es36xFxYaMPKBFQUsSdUskJ6gKi7oa5v79Pv9+PJ0fE3zMcDhkOhxwcHKyGd90quxTv5at+9eDxXiBJ0pI6bkT2Nt3YncWGmPnXmWG6nPPo4Cm397Zo6hJcoCj66KCpmxalDCEotM7wxdqJLkyONNnqgxiaBe3ykn/+3/xfWbaBwWALrGNxWDNdNlR1zaPf/Av290b0M4HyDU3VMNwbUzaQKY2QgkW1xGQa18Rza10bHeA8p27jh0/kPaqyomwdqIBVgfH2Fq1UlM7jktJZeK5PdPPrzb7TLsjonDakWm0Df5Eh+DqP12UWBN7HDPBkMuHk5ISLi4tVNel1mfXO4dbLoyiK4nMzG9V5Olaj0fwizGbCUxQ9QiCWyaUmeImUGabov4TZmmCXNMsl/+yf/l+ofMtgmBNaz6x6wGxR0dqGR7/5/3Ln9g49HTDe0SwqtnZusbyJWe8isyajqpuvhFm4rsAkwvrav+lACmKmMc9yzmY1Qgqsd1xeXrK9sxfbjF7K7Vqg4Goy4dmzAw4PD5nPZykICqst7s53/PjYyiElWZ7RTK/wPiBT5j24liBguayjqlUIZHnG3Tt36fdjC0z3ee+4PTw8fI7bNMCfAimfbvyeGZKAxOFRKGNominKNFjXEMhAClRmKJuah0+fcHd/m+ViSZEV9HsDvA8syiVCapRQmCzHuTW3mTKoLCeEmFDxzZx6UfHf/JP/Ew2O/kDjG8+8echkXmK95clv/4hb+2P6GehgqRct4+3b12ztfD4lywzeWiSgfVS5TTkNIK4MWZY1s6qhalvQmr3dEVZrlrYbaI+tit1xE7ddMNW1rchvELdKiLi3aFojlaKxLdPJhPHOHkreZGufZ/aIo6MjJpNpqs532fWuRccmhwekMWilmM7mq90xvdxg2waZRKCyLEutWYrbt2/T7/eBm5n1gtgWJTqn1K3mVQnRbxDB4bSOWX7rMEantRhxD5HKMpZ1w+HxMbtbfWywKCRFrxfvk5VAaQ0itiaaohdbV70DZVCmiN0FdY1vF9SLJf/P//v/mdq35IVCekF7fMjZ5RQfHE/+4o+4tb/FIJdob6nnDb2dO1TtZzO7Gi4nztY2dc2karA+IAxs79zM7PMVk+eZ7f4bUiW2S6a/aWYlxJb7skZ+DjsbQpTObpqGq6srjo+f8ejRI87Pz1dLqDd3p3XnQkqJMiZVXSzzxSz6KErimhqpc5zzXz6zq9lrj5axiqu1oiiiXXRBgJToLGNRlTw7PeX23ha+bQD3DWM2BnhCyCiGEMI3ktkbg6kQfFryNkfL+NFr2ibOnki5akva3M2zXC7pFT2aumY+n3NwcMCjR4+4urpKbSI3lMxE3FciROznV0rzwQ8+4PjohOlkhhDQtjb2nybI7t27z3g8pkmtAgC7u7v87Gc/4+rqitlstirFv8oRQpQ691ZgjIlKb13bigyg4JNHn3D7zi8IbVRamc6n7OzsoU0WN34nxSghDVJrXOvRxYDWxdYlozNmlePeO+8h+wMm5+dcTc4QtuX2eIva1lxenXA1bbi8zNFIemqEFy1la3BKIosBZbWEfIATAhcsOsuQMkcVOTLLGQ0C1jq0VuwVfYI0CNNSDDOCGnL/vfdYuBYvPdqFTw3dbX7d3dA3I/p00V7txH5Nx+sy2+/1mNc1k8mEp0+fxkHoi4vVvpiXHl8ls4RP/xHhUyy/DrOT2ZS93f3IbBsrbsI6uInZ0nL37W8je2OWVydMZxfQtNwe38X6lovDQ5x3TCYnGKHoqxFtU7Ns3jyz3b/FFodvGrVxUWiWZdT1FKnjNXLWYlScEXkZt3mWsVwsmU6nPHv2jAcPHnBwcMB8PqdtG9bsbLaJRkfV+bgHRmlNphT337rP+ekpxyfnaSZKrBwC27o1t96DjDf6/f19fvrTn/LP//k/3+A2ZkpXLX6i6+mPSYv1IVJ2M0oRO+e7uX+CiNXH33z4W+7c+VugBB7PZD5hd2cPnRmaNvb/C2UJz3MboNcrsKJkVtXceestdH+Ls8k5k+klxgt2B7ewwfP44CnOeyaTnExqCrVFW1csG41Xas1tNsDKWMUWxlAHQZ7l0Cvob+mVOur4rT6+38d6R280BJ1x991vU4YYGEjvVrNrcDO3m8HUq97Dvq5DhKj4VbezWDFMHSO5MTfa2k8z+wkHBwfMZrNY8Qk+Bi9CpFbQdXuzdfGcZHkM8n/0ow84OT7m4vISa+MS1qaJiTTnPG+99Ta7u7tUPqT21hcxK/h0W+rGn1SZ716DNorgdXJM07kgKrgG4C8+/pj/8Hd/ibMNIjE73tpGakVroyqh8yCzPkpJqqpGZj1qB73eACcUi6blzltvofojFpentPMZmdCMsjH9vufpszWzRih6Zoy1NWVrXpnZwVivFvhuDwa0qXXb9ApQfwWY1eKV7WxmMspmyWw24+joGQ8fPuD4+Jj5fEGbWvu6Y/PcCClI6K0ClB/96APOTk85O7/AO/vVMHttzppUSTLkRdY1XBOVA6PO6m8/+ojbd/7mXzP7BZi9MZjyPmAyQ9M2qMykxV3L1PokPxXp9Xo9zs/PybOcy8tLHj16xCefREM5mUw+O5gCSMt2ldLMZjMEkm+98w7lfkWQcQfA2dlZyuCHdXsZyaH0npOTE/7pP/2naY+KecHJ+fTegNXTCwFh3cMa1agEQUTH1OSaq9kVKlMY3cdVLa5p2BqPKauGzBRcXl7hg6ToFwQfKAaGsnUMh0MG/QEeEL0xVkhE0WP33pByPmGQSQZFRuhpdt66hc76CEwcyneGQhX0eoagHL0ix9qWopfT9XBnxRat2ksDurJ7q7EVUUq8WNAyp/EVKtvCC0PlHNY2FEGgNiRrn+8n3Rzi2yyNvsgrffnZ/eqP12W2V/SYTCY8fvyYTz75hKdPn66YDTfsFgC+GmbptnJvnsvNwGrj6T8Hs5keYKsGVzeMxmMWZU2eFVxdTfFBkvd7L2E2EIo+jj6yP2anl7OYnzDKDT01gELwk/t7SJWjZI4KGTpkZGiKfob/BjB77TS+4HiT933XRtVH6x2Z0GR5zmK5jL3hN3Crt7e5vLzk6dOnfPTRhxweHnB6eroWOIk/8dznNN1OlaZpLXmeM5lMyIzm3v17bG+PaX1cuHp8fMLJySkhkNiNal0q7Z05Ojri4cOH17i9FvjTnfsuoMrS4xJBRvAZRb6NFCeEkDardUlzJZnOZ5giJzeapqyokq1dlBWZKZhcTfEBst5gxW3rYwW4v7WN7g3whcLLIfS22On3WczOGGYFAz0iVIGf3v85UuUIkaHJMD7HCE2vnxFk5La1LUYr4jo+T9Yb4bLdVVuh7PYcINBG4eUCGxxlU1P0B7igqZ2nsTUFcWZs83p2x/Pcdo+HVfnrm5MG8M5jdGxlljoxu1gQnL/R1j7P7MHBU87OTldD9yEFU6tjfWoRSmF9HB+4vLwkyzTvvPMWe3s7BFFQ9AY8e/aM4+NjrHWrBZ9CqFdnNsB1p3TDMU2zqcboNO8F8Wr6mFgDLieTOAM9GtI2DW3ZMt4eU9Wxc2U6mWGynN5gSNu2FIOc2rYrZjNrEcMMSx812GYnz6mWFwx0zkCPELXkp2//HKlzCAbhNIXokQkTmVWfl9lob1tmIONKDZ0VXxmzb9LOXmfWvLKdHW+Nubq64unTp3z88SccHDzh8vIy2tkX+LRdpUoIAUrhkg8xm83IjOKdd95iZ2f8Embtl8As68dEul4yCqV0wVToEhZKMV0sCELQH/Sxdf3XzL4GszcGUwpBXwhGSuPJaITnyekl784vud1YRCbARZlBhCcvNFeTM4xRPD084JMHDzg8esbxyTFN08QeeSEJTiIkaJkGUEVsufMhkClF09bU9ZQQGsoqIMQWw2FBRU3VLDi5vKDFgvLM6ku23DZS9/E27r1pXE3btlEZRHiUAny18c4SdEkFRaTsdpcNXbSW6XRKKRRaxQFnoRWOQBs056Xl//0vf4WgpVxOyLMeM53xnfe+z97ebW65EAf2dHRylYoZhzjr1ZBrQz/rI6TEZCYOJe/soqRAChgIhZCqK9QSBbAFSsRhX0SglhIh+sx9GpLVOQ2aYC0yZZMjBAFh21huziQhDBD0CbUiBItGxNYR2e0vWtMTQqetn1Tfkvpb/AwHnAtI4XHSxW3mKkEYwnpH1dd8fBFmHz99wseffMLhs0OOTo5pm9juJJQiuDjfoWW8NiDToKPASGibmqpaEEKI2RWxy3A0pGJJWc05u7rECkdQjqWdULttxE3MSiDUqfLSpT8jESGA8GmO5QswOzc53/nO99jbvcUtF4f5MVGdSipJSBmbpmnItaZniqhiluUEBvid7bhPJwhGUsVWACnjihahkMQdW+FzMRtnyoSLe9GkeV1m07K+xG90zkS6yXm8kLQhLjoWadl3p2z4Jg4vBD0Vz6PzBseApycXvLe4ZL+25InbkKqNeaGZTM9RSvH04JiPP3nIs6MTjk/OqOsmzkoFCF6CMKm1R+ODwjmNkhm58dR1SVmWhOBZLCt2dgyD4T41S5Zlw+WspPEBLx1LO6Ny+wQpaeOwGs43tLZBaYmQDikB125eEAgSgoYQNrgNtA4WDcxmSxoxxOhRvPYSnHJ4YbhYwv/rf/w1UrQsFxOKvMdC9/jOe99jb+82tx0oo/FqbWs7lUprLQNjyLVBSoM2ebzXbG+jEqcDube+L4U4eyhFFD2JtpYVt6V3aahbYIUhtPHzIboiskgxoAtoUxAIaAp8FVsBBQ7jA0J1VcLN0/RibqVIAWaIrTpeCNrgV05St2nmTbiojkChBUOp8M5g6fH07Ir35hfsbdja55nVWnNweMLHnzzi6OiUk9PzmGgNdmNBqkCqDIRB+QwnLEq2GNXQNEuW5RyEZz5fsL29z2CwR82SWTXhcjalCS1OtizthNLugMxiu3UQWOewTUDpDBk0SnkIi/XFIBDnAUTar5Y6E4TAesmyEcxnS5Y2Q8vYNhVtrcEJwfHS8t//qz9DKbtidq57vP/dD9jZ2eeuB20yghYEH9twXdeCbB19Y+iZLKrvmQwfhgS/G9twkYzkflSbTMwSBEqquDzbKIQUiVlB3al3wqeYXcWoQqCcQ5kBISlG+kqkz8OrMPucf5B8gDWzKgWbb97WegE9LRkp/bnsrFZ6bWefHXN8ckbTlHG+j7WvI5VGE7tCnLNIodBiSdOWLBZLQhDM5xXjsWIwuE3lSxZ1xcWkxAaFl22UUW8FaIP9wsyCC5LSBqbTCYvSo4SO90QtcSgQOaeLhv/Pv/o1WjuW86u/ZvY1mL05mJKKfmEYD4csnKR1ApSlaS1t0+JtcqwJqz0Y0+mU4WCLjz/+mKPjozh30rbxXpMy8oh40wKZos2YlZZpoMnZFqUEWgu8tzx89IC28fjcUzWO+azBZAqlAwcHj9nfu0dPjVf3E6UUfV0gREAqgQge3PqtaqUIRPU97ywQJSGttZRlyfHJCQC9Xi8CtJHdtjZgPXz4ySNsW9Erct5//x6j7XuMd+8jdJ7UqKIspZCxaoGIG8Fb5xHSUAWNDBLrVMrGqqQoByKslx4LEeVgpZB4IbBOEIRChq6/N37Y4lCyRMooxx1EdE6jxGMAHG27GZnHIXGlotKckjK1VLCqmoRkfJQQgMKLbtlZ14IhQMRSccdYl5GR8tP9x1/H8WUx26b5vMgsiVmIzEYBB+kkUijwcelePJdxePrho4fY1hFyS1W3zOcWpSU6Czx58oj9vfuYDWmu55mVBEILXZk6zmt1pWgLISoLfjFm7zLeWTNrQ4gdWUAIkkBsuWutB5lRhSwZYoVA4VE0aR5MBo3YUB9UOgZXiLic0CNejVkhU4sPgKdtN3uePw+zEikCQa57oTsmY51EJmaT6/YGmYX4Ge8pw3gwiNxKgei4bdfcBojLB4nc9ootHjx4yOHhERcXlytuA5A8/5iMEdHTj0GrR0i3EqxQSsaFy87z4MFDbBsIecOybFgu4lJdJQUHB0/Z3blP3huuBpSVlOgiR6Z2dhkCWLN6X5/H1hpTbHAb22NQ6iW29q3r3G7Y2oDHeUfrQEgDqojcohEBPIoOK+EVwq+5lVJASmRZG79ecxvtshQdtx4hJCINK3fqXUIE2tatbKL1zZfErcDTRW7rTGu8f3793Eql6BVrZoUUCPlpW/s8s/1eZPbZs2dcXG4w2yWEn7vHSCmQMglABL/BbMzav5hZMAYODp6wu3OPvBimO2Fitleszy3+GrMqJSJtiPvsCJvMVhyfnAIds9dtrQ8BLyQfPXx8jdmtnfts7dxHmhz82tau/APiPGPrGoTU1KaIu2+8AhQBvc6pOXXN1kZF2SjdHRfFr5ldMyIQXqHUBrPxJEe/C0/brBcerOeEv6h/IF5ga2OF4U3YWqkUvd7nt7Mds4eHa2bXgX86RLfjqWM2nmtCkiJXGmNia/WDB4+wbYDcUTWe2awhzzRSKw4Pn3Br7y0K1U9Fpy/O7MnpmlmdVsGsmZUEIfn4r5n9Qsx+xsyUQwiNkIG2qjGZod8rMLoPCMp6iXMWpRVt3TKdT9DKcHR0xOnpKRcXF8zn8xujuXgDijMn8SIFFosFg0HsL62qhqb2CKEZD0YIKsQw59atHcp6wmQyRyFomwYXAsaouBjVSOKgviU4gd/cLhlUCubjBupAu1LxaJqGqqrI85y6rsmMoVMg8t7Hi5RKr3k24N133uNHP/g5b7/1HYp8hJSGpmnpZRnWVcS4XCK1ACMotCUvCuRwC5X6dDtd/+5Qbr0fQIi4PV2m7Ckigi9S8CmVitlL2TmhfnXhuzmd1cXODF1I4FOU3Q0+CsG119D1kq6Gyjf6SzsluvhYwNvY9qN0fC2bs1Vf9/HVMbsuq6cYMp5zGbNYi8WcwTDHuTpJ+1qEUGz1engHo0HO/q1dluUly8USnMe1Fht4CbOBENQqmIrMCgguMhvqL5/ZPMP7BojGQ2kJBqy2ZHmOGo6RSq1b8sS6NK7jGE362TiI3zEbErevwmz3uzvDpox+LWZXQ7qJw+5zsPp351BaoVT6jIRur8abqUy9MrdG0VYts/kMKTUnJ8ccHR1xdXXJfD5PAhNR7TEEgesqm2mho1ISpeINLITE7aDAOUtVVjRNXFI6ygvaxjHqF+zt71BWV8znS5QQuNbihECbOCeotUjcusTtxm3lm2BrB1srbsVzQYd2rGo7EGcOu3YSz+fjtvtaShkV574iboUUGG1i9biztW+A29dl9vi4Y/aK+Xwe7y0rZmMXR3dE/yAkexten1nb4IWPvBqF1oZAOndO4EO28caiYAvegn9z/oGUidmUCOmOFzGrVHJEhQShVszS2VGZgt0NZrsVIp29fV1b+yL/4BrTz9ta/ooxi08+bYFzLVXZ0DQeIQyjIse7hlG/x+07+yzLSyaTKUqAtTUO/prZvyTM3qzmJ0EpQdEz9IKkdYGrqxkX51Pu3a+QSsd2Che4uprw7PgZ0+mcZ8+OkFKyWMQyZDfE3IHWndAYdscoM7ZnxItQVTWj0YDhcMjWlsY7wYNPnvKTt37AaGsXbzOqas5vP/oVvTyjbRoGucaoLN3gJUJGRQ6/UkBbn4TWtquFZIj1AFqnEKh13EK9WCzI8jzG4Ok9dINqeZ5z+9YtfvHLn/OLn/+C/Vu36RX9WGYUkswYbFvGn+luvsSFf1leYGVG7In9dDY8LrVcAxBbBFlVgkLKRK6j5TVgSsZt2WrDIe2i8ghp9ztjZVCIgHdx2ZkP3YLIFu9iy4lzPu05sdcU/FZ/WhtVV9LzN01NXdcrmcl33/5f3YTYl358Ncx2vz3Q9SdLAVKy+sBX1ZKtccFwOGBrPMLZwMOHT/jxW99jNNoh+JxlOePjTybkWYZrLVku0S9hNu4FYsVt3G8V8D4kyeCvgNksMhuza+tMjPeeLMtxulixFplNud4QUKlyF5M5IS3bFGtjmRImK4PY/Z7nmEXwqc8DL2HWh673OcpG+6TQGZn1KwY7ZrubS9s2UUlJyrSsuKGum/Q9lm/95//wq4X0BcdncSs6bm3k9vjkmOlkxtGzU4zRzGZzAJzzbKqXh9WsEkTlp5g1VTq2TVTVkq2tfuR2a4y18OjBU3700/f54XCMpMdyOeO3H03o5TltVTMca9BZbEnV8WYXFS7jtdi8i74pWwtxgDnLC5zKV9yyqjDHI7kgXa3negCDWLWmdNyue/fVNW4DrByB7sx/2dzatsW1UXZcp7mPuq6TRLPj3be+Wbb2Jma1jsyGdC7EKufX2ZX4tUiqflIGVBQVez1mt8egDVqnroIkwBJXB1gCaxEB69aOVwgOz9fPrFdFStZtrA9NnTvPM0uAbl9XzFskTlNfVDfjKJVEJIUXmX7v6veL9b3m8zO7nvPxfs1v27Y42+LaZvWZadvO1rY47/jWf/b12to3wSwirJkdbTD78Ck/evs9trZ2CS6jqpd8+NEFvSKjrUuG/SFBqb/izMYkVWyy6BJZYu0ff4OYvTGYapqKKrTUTUnTeloLbdmyXMSFkI1tuLXcB6l48vQpT54ecHZ2xuXlRYrY1y00m4eUUWIaklSqSFUUIWjq2BLRNA1bW1tsb++iVc6jh884fHrAD3+4S55lPPzkGbau0UJiqwYGsbzZuEAjPCFYoiSvI3R7Vroj9U52mWgFBB9WOv7d8KzW8fR0O7M2pV37/T5vv32fe/f32N7po1TLsrqIGX2laNpA29Srz5iUkuBDdC6cR4jetYvY/dc5l5SrwurvnXBHCB7rAza153SvZR00CSQFdd3EFq0EkLUW6yxlVdLtiekkv4UQDIcDFoslAG3bXlsa173nzWzpZtVJiICScQ4iVqxSM1xyxP+r/+LrvcF/VcyuYofOJAhSIKxp6opAZHZ7Z8RoNCIzOY8ePeXo8JDtH+xisoyHnxzRVjUSSVNW9Pr+1ZlNPb0dszKEr4DZmA3r3E0hxYpZ5zyCHO9iu2qUfI994c45fCpAdEH2pqS8C8Q/K2a7fh4AiQgxYwbEluBXZHa5XAJixWz32CazL66ShlUVbXPfV3dj+S/fQDB1E7dlGbkty1sEIXn69GDN7cUVUuoVllEGPZ73+P66dxp3TiE8SgsQmqpaRlvbNozHW4yGYzLT49HDA44OD/nhD3YxKuPBsyNc0yCRtHUNzuFDS9MG4u6qdiXJG9ndGMh+A7ZWiDjvF22qR8q1rf0i3IY0zxRv+hpCnna3pHUXgTfCbdde+F/+598cW/sqzIZU6e8UILuZBCHWzHYzjlpHVr4Is44Kl0xquLbs260q8ulp3zizWvWj2qa1q3Ytlx6LzIYV0x1f3nfMhhcyK4RGJGYDiVkfcM5iraOsX4/Z57P83WPdyVTpa6XVuu2rY/ZrDqa+fmYVVVXivae1DePxmOFwC6N7PHr4hKNnB+xs7WByw8MHT2irWEltqiXBNrgg/kozK6UmOLN6jtWuyC9oZ78KZm8MphaLGVbnSOkpqzkh5Pzdv/v3+eD97zOZnzKZXjGdTghIPvrwI45OTjg/v8Q7S39Q0O392DT88UVdf54uYvXBc3U1oapi8NDv99nd3aFXjLh37zbLxYTz41P6PYeta4oshyDQUuLbFitS5YDomHoswXuct7TNWoAikNqTfBryddfbLDq4QgixfXDjpHdfL5dLDg8P+RPb8D//z//mmupbCN1zsHqOtm3jQH9XnvR69Vxh4zxIKXGrOStW/bZdxh+pCHIVluNDSK07Gq0MhAIpYwn3eZ18k0c1tRCI2Y5UIWgbR9NWq+/VWq8kQkmvadW3nzK3m+AhLAjQq7ZFmdphvv6e6K+G2Zhp6ipTPi3S7ap8k8lV+rD26fUKdnbGDIdj7t69RbmYfSnM0lUYE0/C+i+dWYh6Fx0HzzMrfdqdlYY2u/lHKQRe6fgaSb3LHdchENJAzWZWqlv6p1QGISMuzXOrkvqrMVuvvrdjvTuklKt2g+eZXbVCX2M2ZsXeBLNwM7eX02OmswlXV5cokz3HraffH8RElHUoJdbvjzQDlI6wqk4BeCbTaGudaxO32wyH29y9e4vqGrcNRZYTfNwF4poWL0NKiHl8aBMPDuctdbO+yX/jbG3HyGtwG5JUcZRz7yGICz43beXXyq1WK2bXztzXd3wVzK7mFgDwqU01igX54Ji+JrO2rXGbMb7vhtCjE/eN8w+CSbb2ekAtpMTL1OrPupuke+VdS/WLmS0QFCtbu55P+WLMKqVWTvqnmE33iNhirFajB391mLXMphPqusTaAUWRRWYHY+7du0O1uOD89Jh+r8HWFUVuCCGQafnXzCqNMQVK9ugqYJ2i7Be1s18FszcGU61taH2g6PWQYk7dWv7kT/4lH/76Y777g7ewvubXv/4Vd+7e5+nTp1xcTVnMl2gjQHhGo1FU8XvVI8T2oCzLyPOc0WjE7u4e/d6I4WhE2y44OjwkzxZIBEZpjDY0Vc2yOqeVinjJXew39S3eu3gBWA/rdUFKd9G1iMstNzOD3QnfhLG7GL1ej62tLTIzoK3j7A0IhIzVtdiNp/BCE2RAhIDJYhAp0s3PZPm1/s84KxJfvwgayXp2JAohxADFCwjE/n0lZZy10ZrMGJTWOOuTolpI72ld4pcpQFBK0e/3EUJQlktCgK1xD2vb1YbrDqzuv5sfyE3wfIDWrW/8KoH3ogV4X8fx1TEbUkZmM5CIzmkInjw35HnGcDhgf3+fXm/AeDzi4ktidvM6hOBRfDXMCpnRzWkZmfQkE7PaZHTD7pHZdT+xCBolklxwcvg6Zh0QhFhxrrXGpLYDrQ3W+TTUv26zehVmR1s9rG3WW9mfayXuMljdz6+NJbSeTzMr3wyzcDO33/7eHWxo+c1v/px799++zq3WgGA02qJpK1ZR1LWjuyN3NiHd/EMgzw1ZltHv99i/tUevGDEeb3F5vtzglshtbqjLimV5jhNpn5TwidvYeuID13v534CtzfK1gyOETLvMNm3t63Grks01WUae5Vi7bgXuWma+Xm67YCrNGnzNx1fHrNj4t5RsSgms8JrMLuqWVq6D3q4TJPIGIuSfevo3x6xA6mzDzqo0g5rER7yOSmhyvUpCdC3ZqTX1RcxmWYazkZ0uiOpmXKSUiFTFfl1mN3c0dc8RABvkdbue2rX+6jDryYuMLDMMBgP29/foFUO2tkZcXlxxdHhAnk2RImCUxJiMuioTs+to6q8is8Zkq9MaiNW2L9POfpnM3hhMSXq0tUXkIPA437J/Z0xwjvliwun5Mxblgp/wS+aLJbP5ktY2uNS+NxwNkErivO1OReqh7ARdU3lUSKQwSAnvfft7HB8/o8i3wBvKRUM5v+A7336PQ6O5uLiiapd4HC606F6fWVPiEQgzSFlXiQuGgELIECXHWYPXDcd1BkVrG2dg0oXpAFNKEnzqVXdxLmg4HHLr1i3u3LnLeLhLpmO2QulujinOJCAlXqz/TaxUyrqvTYq8zcqZgxio4OMF7a5bCHF4PM6fCDaSFQjB2iAKiUStIvzWtYTgkspS3MDdfYDyLEdpxchtIYTAugW50HhfEAI4FzMEPuorI4hD61GVxqdKjYrKblELO2XB46dasDk/8PUdKvQpqxaRC0QIBFp2bm8hhWAyn3BxccSyWvITEZgvSmazkta1n8EsbLalSalXjleQgnfffZfj42dkpgdesZxVVIuGb3/r22Q64+JiwrJeImTAOosuBsybGodEmP7LmRXPMZta/QIBrVuEWM9rrN6/ioF0ZNYhhWA4GnFrf587d+8yHu6Q6d7NzG4YjpWxlFHeWqUgaHUDJrWwho3LHYgJgMSsFxDE+lUKBFLJZFwVMqT2CRFnbD4Ps4Uw6fHrzIbgEEHi/ZrZeINTBCSCNlUn5Lpzc7P1/Ws+buJ2tphxfnFEYxscnvmiWnObWuuGwwFSibiweXUzF+m6dIkRhSAgJQQJ3373fY6OjsjNAEnOctZQL6749rfeJTcZFxdX17g1xYB5XcUMo+5BSpi4kBHQIAMSiRLF+o1t2DAIKNUiRVQvXP97akf06xkhKQSD4fAat3n6rMQbrlxzKyRuQ22pS+SsuY0BvH4ht+KVuY3nMDkKSiO8prMPrYvt6a/ErS0pZL563HuPd1GBkBAQQb06t5Be71eC5Y2HDD3a0kIOeE8QgZ3bY6QQzJcLzs6fxRZhArNFxWxe0Vr7mcxes7VCE0RUafVfgFkvczB5MuUC51VKUpKC0t76jT3HrJbNS5m9bmslw9GQW/u3uHP3zsrWrpntElGfzWwIcjXn0o1AAIlnke6v6XX6lEkXcXfQy5hVydZ2Iz7R1vqoeCwE1rWvxawIEoFKLeD2uWRrQBBXUMSZ2PQ+3hSzvkdTt4QskCISdu+MUUIyLxecnb2MWYsPLcPREDmRiVlBVPiEdSD1aWbfe+99jo4Oyc0AgmI5K6kWDe+9+y3yTHFxcUXZtEQVUoHpDZhXFickIsu+QcwqHHp1fVfKuxtdS11yv1PTg45ZXotZrTQ4FVmRn9M/eG1moRPL+FQ79esGU9ZpcpNTBdBK0rQzfvWbf02W5RweFShpmS4uGe/u0jpH3VqECrjgcXXA5C1Fr8d8PkGI7qZABDCdPIFYRZvGGPb376CkYWtrxGg0RARFr1cwGm5hdIYQj7mYnOOFpHGC7Vu3UTpDiCE+9NYXuouAE+hiQ4Z65Zimx7pSZvczm+VA50qsbQBBUeTs7+9z9+49bt++xSDfQot83Wqx4YkFER2WFx0CgZF59/SritXqvGtHEBuSGWH9tQ+Sdec8qXIVy59KqtgrS4g/L+MgYjeEHrMA8YbvRQyQhIqvWUmdsssBlzzjIGR6HQF8/DD7pCQncBAU3gtcGoR0jlX2IRDW9uVrPLw15Kag8oHMGM5nF/z5R79GKs04L1DKMVtcMd7do7WBuvUIDc47nPU3MitSUCXRuBANkdGC/f09tJKMRjHbJFH08oJhf0Sejwg84Gpyjg0WnGT31m2ULkAOcCF/MbMCpNw8gZsf4oDfEHhIRYbV4VyLbVsQUOQF+7f2uXv3Lrdv3WZQDNDCvBKzXa4tOp4K1VXKXsSssvhNg7jJbHThVw/FQf2ociQDqBCrr4HXZZYXMhvV7F7ErExbOAIOt2b2DfDaHa/K7Wh7h9b6NbfB4mqHyfVz3Mb3t3lBhYh7uoSIKnz7e3fQMltxq9CR27sjiuLT3O68CrfwnK2FTVt7ndvrKqbeW6xtEQjyImdvb2+D2yFGrrndtC2fzW1U1uts0ubrtcpf43Zz3iuQlCjTEZ8bvAjY4FBscutfndvMRCeA6GwiBCGpLwKfn1veiKnF24zcFJQuLrE9n13y5x/9Cqk028UAJS2Las723j7WhjhjpwQ2uM9gdpMbBcEhpETrjP29218+sykptvrrc8zi2pcy62wUbIK4KDr6B3e5fTvaWpOqnvK59qCbmZWodaS8Cu6712NluJZQfVVmuyqJEFyzte4LMhuCBC9xPuCDIvj16/VpzltKAX49S/3mmDUUOmfpA1opzqaX/Nlvf4Uyhu1igBTtS5htcU2DaTRFr2A+n6dCAOnm617K7N7uHkqoNbNC0SsKRoMh2vQJPOZqcoEnYK1n79bbCGkIosAL/c1iVjzne4ZuhlQiSfd2usB//fqs8HixwennsLMyBd6f2z/4QsxG/47gro24hBuo/YxgyoKS3Lp9h3c/+IDd23d4evCMP/qj/4Gry0uKnuTy6pKzs7Mo2+hD5CgEvHOUyyWj0ZDlcrYKWOJZ3iiHdi9ORDnCupxx9+4+OzvbZHmOTm0OUkr22Y+Z+Eeey9kFucrpFQXa5Dhv8KEDr1MaYfW7hVz3l0a1EbF6BbZ5+VKuIOJFKYqCrdGIW3fvsHdrj95gsHYmU9S8CXsAgntxFCsEoGLpsVM9UxsSXEFaOnPZVZlWr0oYCOv2r2iUO0cy4EUcMg9AVHVxq98iyFYqKUqqax54SBWtgE+OcGfwkhEWYXW1QojuMSHEXTAbO7yCUhHUN3S03kGQ3Lp7h2//+EeM92/x6MlT/vh//BMmkwl5Lri8uuL8LC6P7JYQB8FrM9uUc+7d22c8HpMXxUpJUUrJDprvfuc7fPLAcTW9QulowIzuYYPZyPS8iNl6/ddPMbtu1fDPyXUGAirTa2bv3GZvf4/esI9ArjKTn8VsF6RFYykis/41mA0ZbARTofOFBQTh8aL+K80s/DvGrVq3yQohrnHr2rUE7fPBayCgTOR29By3q0pM4nYzQyjSosr1c17nVmi78ZwBNrKNQayVXgORx/WRpT/d937Z3IqNz4wnNtXGLP5fBm49niAkd+7e472f/Dgy+/gpf/wnkdnMBC4m5xwdH6NV8g9kzPo65z8Hs+n6eEdZLb50ZoPwoNv104vrSSbf3MCseM7W3r2d/IM+qxZ9Ge/NUU2ye4s3MxtkvWp7FiKJdm0852sxi8fLCtltK8B+Scym5JhgZXNF+lnvA76NLYRBJl7fREkqHT7tcLt75y7f+cmP2drbT3b2/8fV1dVnMOsoy5LRaMRyuVz7imLN6Odldp8MpSQPHiZmc0NR5GiV03i1EUx9E5gNhHDdtq+CqfR9fiOzu5lsfW07+yaYDR5vW4RSMTkb0o32M44bg6n/xX/6d1B5jhr0OTw75/DoiMlkwsMHD8FatsYFZb3k8OCQd9/9MdpMcKFGKonHU9c1w9EArTVtu1Ym28iFAwGTxXaJxXyKcg2ZASk8WRYvRmtbZIgnbH93D4+lfVDTWMflxQX7t+7EITShCYhViXD9XJsXLimZbPxdSA0+XBOD6A6pJDrTjLZGjHd2GAyH5P0eKIGzsRUsSInwAh+u3+DxLz69Il1AIcWqxL7pfDrvk8hBer3erxsfukG4zd9HcrRTy2T3xiMbcvW7u9K6Viru3nA+vRhAxPcggiM2Egpie18HoAfiHiSCT/+1ECQCu371wYF/czf4v/2HfwdhMtSgz8H5OYfHRyzmCx58/ADlHVtbBVWz4ODwgG+982O0nuCo4jwafH5mFzOUrdAytjNkJjr0a2YNe7t7eN/y4ce/pXWOy4tLbu3nWNfEwcyXMHsta78x5A4glYk3Kh8zNJvcSi3QRjPaGrK9s81g2CfvFyBj1YrgXsgsQaTWpfSeuxs8gJKEJLrxKsxuZp6kdMQWs/W57Ex/TKiF1QNfLrMpqPqGMwufj9t33n7z3IabuN249tctL8mRip0Cm+I4AEKBNprhaMB4Z8xg1KdI3FrXgFArblfvSwBBglPXnqLjNiiJDe1GuzUxAEpP69Iw9fo0rVkURFWuL4fb7gXFFyiCRISNfYIhOSu4dNaucxuCTa0p3xxu//Yf/iEYjR4MeHJ2yuHJCcvlkkcPHqJcYDjKadqSw8ND3nn7R+iLCTbY2PbzufwDA3jm8yX6a2M2rF6NFGmW+QXMSh3nlkdbI7Z3dhgMB9HWqmRriZlwgcRvcstLmBUQgiQEF9urutUpYf2KXEoKrJNVG58h8XJm4z/E+/j6kCuerjErJc66V2Q2BQ+i8xM2QgsR0DJA8OAdKRPCmzr+k7/7d0Fr9HDA49MTDk9OqMqKp48fI6xnOMxezqxLdnY4TMymYCZsvqXPyaw27O3t4kOL/aSlaR1Xlxfc2r8XZ1AF3yBmuWbQN9CISoMyBv0xsFufDfhLxiw+MouLraDrDZrcdNwYTJ1NrlBZTi9E5afZfMbFxQVKKa4ur/ChwgvL6ekp3/9+jtaaulwgQmyZsc6yWCwYDodMprHXsetJXxEYojN4fn7GcjHnzrhHkRmapqLn+3EPjTYEBNIJhCKWTY3kk0eP4pwBSbVKwa1b+yzmi7gvKGV5pFKwORQNrBeIEU9amlPplFKci+W94AK56TPoD9gajuj3enFLfYpsCS4JBvg0v5LmwIIgkzItRnMopXAultmzLMfZ9e4ShIib09MQs0AjiZlnH0Lc00rs38wzA8KtMhHex55n7y3CKwRFFKLwAVKzQPfacFEmkySHSjpvPgSq5WLdN+o9eWbiBzmA84GmbSGAUaCMwGQZTQXDwQCoogx7CDETmDZsvwlltJPLi8gsnqvphNlsxvl5zOZPz6/wviIIy/HxCe9/95cYY6jLOah47V+J2dRr3TF7e1yQ54a2rfG+j5B6xawOUS5+f28PrX/AJw8fUjWxBK9U5PnFzErE5pzfpiFKRkCIkJLsa6nPeOOV9Iq482o83mI4HJAZjZQifdxezGzwoIlZ8OgQslIPMhi8Xw/xP89slIrufjYQvEzcR7GJuA1+HYTFYNHFRIDXXzqzHmjquOMo0xKpBDoz2EYy6A1AfHOYhc/D7THvvfczpJRUtUXoV+c2pNmUi4tzyuWCW1uvy60kaMGtW7dZzOfM5/PnuN1cJrn5LuN17xQF45xb3AMi0yxIx+3O9pjRcEiWxSFm72NA4Rwrr3O11ylEpckXcauDxgtAxRkUhMC79fLF4OXq5t8FVc65NKsiX8ptXFuZIZXCutiGFzF8CbfpOUII1Mvlavg6OIdUisJonAx4BG3T4omKXkF4skzjrKRX9IAK7xzWOXpFRpbnb4zbo4szdJZReMtkOmWxWKz8g+nlBc4ZgvQcHx/znfd+hlKKqrKr7pVXtrUEzs5Oqcolt78SZhV8itlNcO1LmQ0+0MuHDAd9xuMRg34Po1QMq0NM6Li0A2hzLkMEsWqb9qkNLi5+jaIQXqSZlSxbdQOEEGJVI8QX0jnwcSdkSEP/kdlu/2TXiAoOgYKgUURfhCBQEqyNdlp4mxBPaxRgxWxbVZFhAaS9l4UxsX3Ld+psDiE9RselsCYzKCmA2HYegH6/91xQ8PUez85PV8xOZzPKsuTi4gIhBJPJBGdfxmwMBqzdYHYySQHChn34nMwqL0EE9nd30VrxyYMH1I0lhOgzCvXVM9vvFWiZWLmBWYlC+iwFZ/H5OglzpWKaR+u45khIgXdh7ZOgU3IqvrpvNrMSgV8Fy0VRXGv1e9lxYzD1Fx/9lu//8Ef86s9+zfl0Rlk2LBYLtFIslwuMKcgHGdPZlKaJGvp1u0ggaITQlGXJ7u6YLMtommolsNBF8NbF/T8XF+e89dZ9hlnMwoy3xhDirEX3x3uLEpBnGbf29qmbhoePD3HWEXDs7G2xt7dD01QsTmfkeU6WZfHCB/Xcu1vHzpvLz0II+GARApQWFFmPvfEOe+MdtodbGKkIrYvKZ8RyYMxiQlPbVTytlGbZLtOyNYlt48XTWmNbizI98Kl/M30OlJKx2hU8ZmNguoNWSkGvMCjlk5pfHEj0LoJoTIEQPbQ2CKUQUiWVlChpHYPOFHiGkIK7dDZCi1YQ1V8c09kkOt/B4+lRVjWzSRTiECpQVzMKPaBZXlHWV9RNHZ2Z9PvKcom1jv/s7/2DmxD70o8PP/6I93/wQ37153/G+XTKomqYz+eR2cUSoyOzs9kUa1vG4y3KZkYINilnfTazrbPUdWL2/j1GuUIE2NoaQ5DPMevXzN6KzD5+/BRvY9Zp+xWZ/XSpfoNZ0iJfEY1Tkefsbm2xNx4zHg7QAnzToLOMgHsps8ZktG0TnVCtYwatbVFaJUOc3chsHJjWKLXeZSGkoFdkGCNWw/8xkx/SzIcG8q+A2YKyaljM4j4KRKCq5+R6SLm4oGmn3xhm4XNwO53hrGN7PKY6m6X9Hq9ma52z1HXFxcUFb791j61Mvha3jsD27h7b2yOqasFieRO3z4H7HLeByK1UkiLL2RmN2BuP2er3UQRcXaPyLH7tmu4Hads2BW4CpTTO8kJuQ9AomSEBZ+06AZWUmxQCrQzGpHYaBK21GGPIjHwpt0oZlOwhk8oXN3DbSRaHIKIdp07cxvO8XC6T01aBtFRNHbm1liAUdb3AyB7l7BzrF3Gxt/NMLmO1+o3Z2o8+5P0f/JCP/vzPOZtMWVQ18/mSzBiWyyXG9Mj7iVnnGI/HlPUM721q338F/8BHZs/Pz3n7rfuMiteztZ/FbNioyF9n9jn/4FPMFuyOt9jbHjMeDDBSEGyLyjKQRFsbf2mUI0+uopYa75sVi15ELmPgrtEqR+BxbSdPHa20S7MwOqmiKqVXySepFFkWme1WPgQgeJ/EBAxS9pLglcIFCEIQRROSk54UXLtqxiazKrXXBgLLRWK2jitVqrpiuVzivF8FTr6pqZoK66rV4u7L87iDqKlrnPP8w7/3979aSJ871sz+2YrZxbwkz3LKZUlmwmcwKxKzu4nZJiWC1oJVn4fZsPJpDbf296jrmsePD+PiWBzjne2vnFktBd42aJnHStZLmc3iott0r49511QAUBlaggwOb10UhBMgQwrKiCt8/jIwW9b1Nen4C2vxzlM3NdZa/ot/8L98IVs3BlOPnjwhGww4Oj+nsp6msdimpVf0YoS+XKILRVnWXF5esnfrPqfnz9ZRo5Q421KWJYPBgLatU85pbSx1UhS7fft2HJbfGSGQZKagsYEQNN2AmsLFMqSPg2h7u7tYJzg9v0BmmvPzU549O6Cu63Sz1LFik1o7XnisSn5rKEOIF9IYzfZoxNt373Lv7j2GoxFaq3ihhMBogVGCuqnJsrgMz2iz2uycFwXGZFjbrm7ydVqImxuVtjE7mjrKN1rX0jTNCrRm6VZSmE3TREfSB5p67VQEApeXV7Rtg1SSxXIRZ2ikwjqPc4G816euGnwomM9j9rBtW5RSZFnMbiwnz/BtCQSkEty+vc/29hilBK1vEWjqSnBxccHx6UPqZklVeowe0ga3cmQ6iUqtNb1ej3/8X/8fb0LsSz8ePX2C7vc5urygtI6miVute73nmF3WnJ+fs3/rPqcXz7BtSF2Sn82sMZqmicz2ej32xyPihvBPMytoY+nZR2O2u7ODc4Hz8wkil6/M7Kec0nCd2XhTVmij2B6NeOvOXe7du8toNFrNRUkp0ZKXMquUpj8YAFzb+RQXksZM+U3Mho7ZJLtq2xbrHK5taeqaLoERCEyuplgXd2otq+pLZ9YFixCGqoTz83OOTh5Q10vqKqBUDyf4xjALr87tsqw4Ozvj1p37nF0d4doaIT4Pt3D79i16vR57W8PX5La4xm3c4fE63K4lxbWWbI9GvHPvHvfu3WM4HKXKU+Q2M4qQgimRqku9Xi92EChFr98HXsxtnkVHu6qqZE9jsBW5FbjWU1Y2KY/BYrmM/DYtzsa2F3iO2+ApqwrnYjXJ+YD3vJDbpmkwxsTqZwiU0wO8rVbv5c6dO+zv78euiNAgpUrcnnF49AlVtaBtBJCDliu1LIhZ02+Cra2sp2lttCcmo21bFguPziOz52fn7N2+x9nFUVok+mrMdkun79y5zXA4YG9r8FL/4LWZlQLPej71GrMBNuUePsXscMTbd+5y9949RsPhqt9LSolRIIVL/kTc3VgUOW1rMUajszgTvuqCSc6rcxajYvW9aZq4BDUtKXU2Kj5656nr9RL0qqqw1kWVNtumSqhIzE4Ss4G6aWlbl5akBlyAvOjhrMe6jMlkytXVVVIvVitm6/kzXFuu3tvt27dXzHrvCUKwXCw4Oz/n6Ogo7ShKlQuTk+c5Sun4ecwztI4zO//4v/6KIX3u+LSdtdR1g1aKtm1YLNxLmG1WFepudioy235BZl28Xj6ACOzt7uIdnJ9PIc+/cmaHw2FsF0yBSWYkSvoXMqt1p+arcSmBv9oZFcAohfOetmlo04L0uAzdEXz8+18mZrMsQ+uoFpxnGdpo8jznH//v/w8vZOvGYGo6m3F1NaGu4ibmumqx1jMab5Plfap6Qa+OmvePnzzm/jvfpij6VKFbBBYdvMlkyv237iKlXi2gFUKs9u4s3Yzbe/vs7owZao11Hms9ShlSIxAhEPtQnSBID8ogvePevR7nF1PapqVNLYO2dWxvDwGP9y1SBAh1ymD7T5fcfSo7p78rQEvIJYx6Gt8suDg9pF4OKIoey8Uy3hDwuLYiAOVyiRCCOi1Eq5uGWblgMplQVRUheCaTCbPpDGtbfFsTdc4EPvi4qNg5pEp9975bjhrlJm1rcS4gRRziVEqu9kk1bZsy956AxfmANgVCZWTFgHv330aZHKWG2Nbx7OiI87Nzer0eOzt78SY+PwBf4V2LUHB++oQPPviAt995hwwVZb9HOUbB5dUBk0mFEBlVVdFaFXuAlSPPc5xt0MrRVp9m6qs+JtMpl1dXVGWFRVLXidnRJrMOH+DpwVPuv/MuWZYTvPsczEqWPnB7b5+d7S2GJktGI6CkTlc1MWsMMT0iEQqEUty/f5/Lyxl109IE94rM+jSE37WJ6JcwKxj1FL6dcXlqqZfDmHUry7jPKXhsW0OAZRmZbeombROvuJxeMV/MVxvDZ9MZ8/k8quLcxGzKQHXle611lCF1XVZVxr0QQqaFf3HxofeWIKKDq02BkIas6HP33lsYUyD1Fs4FDg+fcXZ2RlH02NnZjedlfoy3y3RzgfOTZ3zwg+/z9tvvgDDorGA0yDBacn7+lElZI2VBVTa4oGmtRSVmvW3Q2tNWb6bN79W4jdWNZ0eHvPPuexiTxay7fxm3MVvatQRrpcHD7f19dna2GKosbar/tK3NbuK2tVh8yo4G+sM+ITi8a6ICZWhejVsBWsS2jUzAqKdwzYzzE0s1H5DlOeUyBkB4iySkIKhNAYpmsViyLJdMlpHTGDB5ppMp88U8Vkd9TGC1bbNyhmxySkmVqlgViIFKXUf11uDFarg5tnhA29q0OqHFhzYm1lSGMgV5MeDu3fuYrECZ7Wvc9np9xuPtWIVYHOPtAu9jf//p8QE//OEPeeutt8l1jsmyxC0cHn5EuSwRIqepl3hhkKpBa4NShrZpMcrR1u6lbH1Vx9V0xuXVhLKssUFQ1S1t4xlv7ZAXfepmSdNETg6PDnjrW++ijcG75gXM3lvZ2k1mc20owzL6B7tjRiaLjtWGreVGZt/i8mpO01ralzDbrSKQYs3CS/2DlzB7ceKoFwPyrGBZljjrkCLOaFprqasqzoUJUnJkwWy5iLa2rKibhvlszmw2i76FjxWptrWxQrAaPRCrioBzAQJoY2LFwMcqu0SiU6W1Y1YpGVVeXYvzAak02hSYvM+dO/coekOUGeOc5/DwGadnZ/Q3mV0e49tF7EyRguPDx/zgBz/k7bfeRuVxn9fWsMAYwcHTx5TLBUJIrINQSeoyoLRBCElTCbTytMXXb2ufZ7auLW3jGI12yPKbmJWruR8pJZPplPv37yOVSnNGr8usjoV8ERBKoEzg/ltvcXE1o2lTIBLAu8DWaBC7LpxNzNZfArND8jxW5axzSG5ids6snLJYzFksl5TLktlswWy2gOCQqQK/WdVp25RgI6yDmABaf4nM+sDhwSGnp6f0en22t7ejn1G+nFmZa7I8YzQs0Frw9MkjyuWSODLhCbKlMoZuJ2HTxMpkm7cvBovPCKbmkwXPnh7RH23hWk9bB6aLCqkziuGY+WmN9TlZLnh28oS6nVMUBVW5RCiHdzHK80gurxYUvTHz+QzrwSiJVgIVPK5sIG8o/QS1vc1wOFzd9GQ3jJvaK1Aa8HgBRhlQgl5vRLtosLVLC1cFZycX1PUUT8O33r7HvfFuzEQKsVoKLKXEO4dvm9j/6gOj0WiV9RNCcHX8MacHDcZk9HtDsrzA6Jyu7N5lIbp+2q7U6LxjfnXB5dkZyxRotW2LbyskoMX61Esl2bu9R7/fZzabsSxnNE1D07R4B9JpMmFAS6xyKxlqnSQgqQNIgXCSzPUJKCwGG3LqMqd+1jDa6tMrFuRZxt6dO9ggWMxLHJq8KKinjlyDyRRBRj/j6bNjeoMd9nb3KcwAZQz94bc4n045OJ5Q9PsUhcFexKWdQQmckNTWrebGvu5jcjXj8OCI/nAr7hCoA9NphTKGYrjF/LTE+owsFxweP6CxP6XXK6irJULxOZitIW+o/BQzXjPbZV3ArZgNOpalvYjnFy/IegOqr4zZT25kVuv1PrVrOxispSlnTC+uMxvsZzO7WJSRWR+3kUuvUciYYVUBKywBgTQaEcCraJRkMMggIrNeYRtJ3RqsqxiMcnrDCpNl7N+5j9A9zs+vqK1ie7zNbHqKVgXGhDWzB1f0evfY3dsmMzlKGQbDMU8Ozjg+bcmLIYiWxXyBCwIhFU5KGh/QQn5KDvbrOm7kdrDD/LTFuh55Lnl2/JSmLRn0t2jqGiHsC7ldzGf4UKOFRkuFdB5XtoSiZhEu0Vt7L7W1Wiq4gdtmxW3g7PicqpkSaPjWW/e4t7335XMrBDoN48ebdLvuYfcW35Qsp5fMZgu899RVS2halJArUZVuiWR/3N+wtYvIbd3GUUirKFRUn3Qm4ETM8cadJwqfql0qaLTPQWhcUFiraGaKulkw3NIMx5/mtnGa7eE2s+lR4tYnbgMHz47pD3fY3d3BmBytM4r+fcyfbSNUIM97BCrKsgQNQWschmBVnL3caJ/8uo7LyZyDg2P6wy2cDbhGMJ82aFPQG+yyOLe4UJAXgsOjxzT2ZwwGA5q6REh/jdmryYJef5v5fIr3fsWs8gG7bAhZw+LiAjPeZzhY29oQrjO7srUSstwgvSDvDajm9Ssza0xcCqxS1SjYlunLmD35iNPDV2O2czK7tk9bL1hOL5lOZ7StpaktobUool0EMCZ+dvr9Pr1ej/l8znI5p2kaatfig0DajFyouCdQeayMctBipVoZ2wilMuQOEIrWSazVNK3hqW0ZjhzD7fKlzF5NzsiURBmHEI7gHUdHZ2yN9tm7PSYvFFJl5P13UP/mN3hhyfMBrqqxTQsyKbYFQWijOp2zL58/+aqOlzPboz/c5ewmZkWsrvgQ61CT6ZT+YMB8PsVZ+frMmihW4SUYrRBaUPQH1POaurQ0TQw6TsoL6maB9SXffuc+93e2v1ZmCQHpA/WiZH41papqcKCDgKCRIYAAo/kUs4vFPPm0lhAE0povhdnBdkmWmEX1OD+/oLaa8Xib6fT8pczu396h188QMkObHshfgwSlC1xV49oGZI5QPbyLQl0iUwSbvQgr4DOCqeVyzrNnh3yrKGjaGP0aoxBKsjXucX7RECjRWcb5xSXnF08Z72wxmdprEsv9fp/lcsloNKKqSnywsU3OGEJTMxgMMMbERZ5K0TQNWdpab61dDb2vdoXAqk0gpGi/19MoE1ZDY21bcXl1zHxxyfe++x73799fgeeTCkrXPjefXDGfzxkMBqmsWaz65AeDYYTKpuVgrUSkJbmxLezTBkEpBQJa7ynLkm6jfTx/canZsBisJC+llGRZhjGaXr+H9ztcTSZcXU1wtstAxfPp8RgVPzRt29LaFts4lAIZAtbVCGWwvqG0S1qvmVYTJrNThnnGeGuLfn/AznhEsJammrM17ON6BdWyJMui+omUCucsn3z8Eednp+zt7jLe3mX31u0o2lA3BKEZjwb0epqgFG3aUyXFOgvxdR/L5YJnzw741nsds5BlBqRia+urYlauWnlWjmkn1ADwjWI27fxg3RrQtS/kRU7r3Wsx2zQtk8mM6XSaBk+Tuh6S1juUMug0rN+27epzLUIcRkXG7w0h0NQVZdUyXyzRmWC8vc1wMGI06NFUJbYuESGKE1TLBVkWe9LXzH7I2fmI3d0x4+1d9vfvoqShrixGB7JsgM0EwaayvpMEKfA+zQ6/geMmbsfjMWenx3hvKbIep2fnnJ0fs729zWRyutk59xy3S7DxWhljcE3DMHGrvkRb2zQlF1fHzBdXvP+dr57b2K4Sb11KKXKRY0OgLEva1lHXNVqH1MJo6OVmNdz8aVvruLpKttZ5nO24FWl4WiYp+the3aQgTgCkFsNulqppasraUtYVV5Pzl3ObG6pyRmbS8mAlE7cfc3Y2ZHdvh+3tXXZ2b0GQlMuGotgiMxrbZDjf4G2OFDkBEwWK3Juzte++V9A0Hucis0IKxttjzs5P8N6RF3lk9uyE7fE2k6uzTzHbDfUrpSCsmf3/t3du321dSX7+9uVcAYKkZMftWzpJJz09fXtKZpL8/2+Z9MqaTNJ2HNuS2+52JIskgINz27c81Dkg2TY5skxJyVrn9+LlRREAgQ9776pd9avo3JFZbaQUaRiG41p7NMDR8+3nxCyyZYYQ0cpQVfWPYnb+7zgMXO22D8LsfKtxdOS1socPgyPGDq2lFyXPc1ZleYNZdSw5quqaEM65utqy2+6l7MmDOI5JUkgref4UE8M4HrP8WmmSD2ijAHO8rW37C5q2pdzpO5mtqoKh6zAkjIVsGs/w5Zdf8t2LmtPHG87OH7PZPCYGhRsjRa4wJidoJb1CUU0VHtN55i3Y+j8Us1VVcTgcWK1WaC0uow/PbIW2UsUhCXrH7i8X7PYX/Orf/Zu3wqzJM8ZxpO8HQkh4wrR/GE7q+k5mz9wp2+2W3a4hBh6M2WKrOT3dsNmccrZZEcaB6AYM4V5mL69ecProlPPH75DnK2HWJfLcYgzEUEDISaEkocQNMGQQM+7SvcFU1x3oxoHN1Rk6K4iIS8c49uLgoTVNsycrzjBW8fnnn/Lv/8N/pCxzusP1ddj8gVxeXrJa1SidUCmR5zmDG3n86DFWK1Z1yaFt8SEc7SePTiJaX1saTlaJwUeGQa4A87zEZOKOF2MkJo+1ZorYBeKbM3WOgCjFez/7Gefn54zjyGq1YvbOB9BJ4wYxXjBWQ/SkMCDe9UbcRiYdh35NNah5XnB2do5SmvbGFSIo9u0Bow02s2Q2I6TI7uCnWwPxwi+qcprQPG/wUOiKqBTD0OMGL65UgcnoQupYE1LysD47ZYiabdPTDx37tuGwvSLPCzabM6LzuL6lLXOqumYc9lPMFlEpkrwnKo8bew6HHVfbK/7LH/7AoXPEoGj2PZkZKW1FoUCFkTQNBhT3rTdfetL1Bzo3sLm6QNuSaCzaaPqxR2leC7NdP+Bcc8wA3WSWyR3n/ylmdXb8G4/D6KZs26syO8+YK+uSGKX2X6QolCxI4zgyupHkowxwnP4+rTUhKkxWcL4+xwXYNR1t29N3Pc12O72uM9JUOrDfak5XM7MKVEQlychFpXFDz+FguNru+a9/+Ed2u4EYFft9x+mmpMjXJJ3JcE+mgCrqW7Nf3qTu4xaVMFbTHPYUlUGbxOdffMLf/f1/pqxyuva2gc41txXjIGWZeZ7TO8ejR4+wJlHXxdG44KeutSGOU0O8Ic/eHLdzwK+mAGmz2ZAS7HcNKfbEOBJiZN82d6+1U0NzUZfEkCZnPhButWREnaNtW6IPEKRpWmuNtoYQQWnDO+88BpWx3bfsmwND19zDbck4quksmVBxXmsdbhw4HPZcbbf8wz/8Ny63Ld5Hmn1LXZ6Q5wYpeJQma5hud95CFqDrDwyjMGtsSdJyeBzGAZChqIdmT14YtIHPv/hf/N3f/yfKsqDrbjOrlLqT2fOJ2dWqYGhHnDvcyrbDxCy3mY0h4kYpkyry4kcxKw5lhrwoHnytDSGQgjzHer2WPj+lUfTHvr79oZmczqwkQlLCNc3Ue51Aa/JKmBUTQElGFbogqYQbnZRqBwcxoIwWZz2bEZPGGMvZ+aNbzDbb7k5mz05qhmFLSF4qCZSMhgmMjENOsx+4uvqGZ8/+kavLPc5Fum6kKmt0keNiIkZJUCQNfjI1etN6KGbnio6LiwtWqxo3hgdnNs8LtFVoLf3yyscjE3mevxVmAVarFefnHq0tzf5wdKG8l9kUQRvKuiIG8McLgp/G7GHXcdht+S5/xvn5OSnBOIzsrriX2b4bUduOi4uveP78gv2+Yxw81npyW2KwR2ZjTCSVCCby1zM9b+reYKofWjCGi4vnrE8fYYqasqhYb05ody3r1b9gt7/AjRqtKv70p2f8za8GquqEtnlxtMC8CV6WyRutJicPkMxcMZWDrE42pOl3QgjHenXpV4loBUnJdHijxEVFKwtKykhmwwY/NW32fY/R5lbkPr8ecQsxZFYmUgOT0UM4/swocf3YNZeEOJLllkfnp5SrWjZSdR2pzrcSIYTJ5llR12u0tlibEUI6RvQxRSIQfGJwTkobrMVGK0GIVmRlQYoJPTXiWWMoyxo9uSAVJqPruqP9pHjpl7gA/RjBKs7feY/H71ZcXF6x+/bP02DkjuetBBdZlnF5EcnfqSnrFcH30ljoHcomMqOJwfH06RMur/Y03UjCksiJaPb7BrOyoMWaMkSP1gmrvXxh3rCGoQWTsd9vKeqALdcURc7qZEW3P7weZtebW5/9zOy8WL4ss8FLg/EwDA/KbFFknD86pSgqMcqaLHnnhXj+vrwss9HD4B0xXDMLoK0h14XczAXJamVZRpFXgKHreoyRLF0IcoCIMR2d2LquJ8tHTs8fc3r+mMurLZfffUfwHjeOPH/2TEprrSUGxyo/pagqvO8kieA9OrNkRhGC48svn7DdN3StJ5GDkhuGZt+wqjdolU/W1Q5MlMnw+s2XS8H93Lb7hvW6Zt9cMowdxia+/uYJvx9+R10XtIfDkdt5LXjx4gV5/p5sblpMNsQ9KaMoDEWRs16fAT99rU0xEVMSo53MvjZuYzTHzX1+nd57UghExOJeehEU3sscI++9bKYmEvihtTaBUeRlKe9PkASVMZaiKDHaMowjxiCGE36yyI1IAJ4iQ9eTZR3nj9esN2fsmwPP//J/8HdwWxclWZHjXY8xkKLMhsuMwbuRzz//C4e2Z7/rxfUVQ9sdSClRlSUh9bjgSXGAqMlzPSUF3jSzHdpYmmZLUQWyckVR1KxP1hz2Dat1zW5/MTELX3/zlN/3v6Nel7Rtc4tZrTUvXrwgy6TywajrUmRrM4pMsv4n756JacjE3hykK6UkmTgzi0IncQBW0kBFDP6lmYXrG1CLfSVmQ7xmdn68eY+IKREVxySAUpqU1LG8P6lEQP6Nm6zwM2sJSdZhCaYKCaTD7PZrKIoCaw3DMNA0GmM43jinCCFK4qsfe2zWcf74hJOzc/b7hmd/+TPeux9ktipOyKtcErgpiseHTlgtiZYvPv+K5tCxbw5okwFaTJWUochqQMwIQggEAmWu3koVwEMxO7N3cXFBPp0PHppZpYz09R2TJXKLNRsxvWlmQ5T2Gq01JydiFBdDYhwdzjlCCvcyq6wh0+V0ppUyX2N+CrMHnn37Dd453DDw7NtvjwFlDKMkn+5g1o2ebz57wqHtaLtBzgYouq4nFRLIJudxPhFihORlH1LF95iadW8w5fxA9Jrt7pJyvUalnEQkRs9m85iPPrD88dOW9uCpVjVt2/Ptn5/z0UcfsbXb44c+lwtZa/niiy/43e9/S240bbNHa8Vms5FrbZUIqKMLyHxtOkulSFLTHY3SZDrD+042Nn+7vnNuKC4KsXuee0CAa6vb+XHVdTZ6/rLM/yaqnrzWbHSNDxkpBnrfMVx15NkJRX4703A8QMQEyk4uLgVlUVMWA0M/4rxDrCoVSStZ2DVoKTalbTvZYeWPBiUW8u3gaA4NmbJTj4vDqIg2U+9LVLgxIyEZ16FP9J2nsprT08ec2IKm2dG2B/qhJ8ZAALb7HXnm2axzTJah8eKIlCJaifXyft9IdjYZ0PNwSfB+oOsbbJmB8rhwQIVIkRVo+9d29K9fo+shenb7K86LHB2dBH7p9TGbuF5w/ppZkCbzl2E2xAhKyg4eitkQcyCxb3e0w4Ei35Bn1yWIP4bZmIKUw012z7eZbY+ORkpBUhHnHYdhh1U5VmXynoaANZIDS0ma0IOfJ42LzXNWlJQrzcnJmrpa0bYdu63Y7zs3opWiaQ9c7hSrOkMbi9aS8SRF1LRBbXd7CQQjk8OmvEIXFONYk4zcoI1+ILMQLMCbZxbu5/b0dM3HH3/AHz95QdvtKeuCtjvwp6+/4MP3/9VxgOTM7VzW8eTJU377m1+SGcvucodWE7eVzKojzWYMP22t9dNA6SzLcePr4bauzrDm+rOZS1CA6VZVAixxCSuoqpJxcpWSbLgizI3QN7jt2u6aW3k0XBhxY4PtDEZJ6ahzHqMTyshgdx8izhkxO1CKYew5tAcqpajrkg8+/vnd3G47qkof55fK2xPlOxHh6uqK0UmASOxJiP2684EsOKLqGX1PDBaNQZkCe3cp/2vT6Dp0sOx2V5xnOSYWJAIxOTanJ3wUP+SPn1zQtg1lXdD1LX/65ks++uA2s/PaWVUVX331Fb/59S8p84KriysANpsNVWEBKbUOId6x1sZba63F4lwrWxnhlZhNKd2a4fVjmK3KMzJ7bQRwqwogpanEC6yVwL0sRzGrAsboJZOugBSJKqEyQ9KKth24rjmTx3XBMXYjplNkWk3ce6QKVayyfQAxpxRm+76jafbUCcqqmJht71hrA3VlQEtFgVUKpcTyOkVxuRycuy7vV3MfuUMrjwue0Qdikv4VpbNpsO2b1UMyG2O8ZvY3r4PZORkVp/I2MbzJc3GIfhvMztRprcnynLIsKcsemU2VXo7ZJI87xhE3eGyvsIofzWxV5Xz40c85HA5sd1eMw4DzDqM1bd9xtQtUdzAbfWC3EzOlECLaiolWCAnvQWtHSJHRORIRrQPags1f8WZqGDrQhn2jeDfKELBEoO0aquoMzk8wOtL3HVkBZaX54smnfPzx+9R1zeXl5fGwNhs0fP3113z44fv89td/S5NbTIpUucVqLV/MdL0pzlHmrBTcsY4fJT0S4rx0fSCcn0spKekCmb48g3RzY/8h3SxJUUoRdIYpauq8hOnQ3LXivmNtfqu84rhITo+j9DWUdb2SGv4859C27Pq9DIlMiUgk+sToZTEavUdNGzwqoVRidAMxBXIMcd4IrAx9DCmiiQQUIQBaNvyUNG2/I+hIXlas1huysuaRghAdh0NDiGJbrYzHWLk6Tj7KzB8QtzAfSdHgPVwPgw7H15dwxBhwviOmnizT5GXBavXmD6ZtdyArSq6uXnD66DFKy5DNtj1QVZvXwmxICaXskdmbjMX48syC/FwpdRxo99OZVTgn9q9KKbS5zqwcr+9fmtnmuLDHIENOZ2Z7N6KY7OWRuVej66fASoauyk1omhyCZsYVKVnJ1AZ5v9v2QFSKsqzJihNOyzUnp+ck4tSgHuiHfmLWokyEmFDWyBrlR6KxMuxy+vuUSqC9jFUAsVE1ekoKSLYwLwz16i2cSvnnuC2BM4xR9P0BkyfKyvDJJ/+dD97/+HvczgYNT58+4f2fPeZXv/wbGTFrDHVpsUYOcjGoW9y+6lrLsa7+9sb+sNxWt353XmvncnOlmJzgpHTK6Iw8Lzi0Ldtud3ytcbqRmLkd3GR9ruZhwonBi5Oa1gElFdvYLE09Bn46+MjNlNzIy3P3fQdKDA+y4uwebrcYazA6Q6WAnYxhkvfM85K8H0HpqaRLBqajIs5bvJISnRhBa4XJFEXx5vtPuu5AnhfSf3D+SPaCFGjbhqqqgTOM1fT9AZsrqirj00//Jx998C/vXGufPn3KB++/y2/+9teopMiUoq6yya45oZLGTn1s9661gFKS7VbKTNb1b5ZZY6+ZvRn4C7OKeEwsKKqqRCspkWoOLfv+gA8y3yZK8fz1+cC5mZjj6xjDSFQRo+bRLgmt05QUnJhFEaMVdufvwTigjKGsarJizWm5+kFmozqQFBhrUPMtaIgE71BIyZ5YU09rqprWdjwpOUmahZGQnCTTtMdkb6E09YGYnRMAzjmePH3CBx+8PmZv9p/PvxvCQ51pfwSzRsYYzbdkZVmgz8/Jsox9c2Db7l+KWZTMoBr9OLWnymfwKszaYs1psWJ99giINIc9KUl1T2R/J7MBRYhBgv0js/PrM6RkZLh7isQU0Fq8AIxR3KX7y/z6jryscG5kHAeMGxlD5OJqyyrvGYeBolbsL3ZsbAZa8+LygheXz1iV51hrj4cZrTVNI25/n/3vz/jlv/0FFxcXbOqS3NQU1mL1PEn6+sO86Z9/yxwuSZP7ODrMjeeZwRv6gWEciVHmTVRVdQvKY/P9HeAdf64LFBkkGcioDWiTONEWg4PQfQ++6ZGIyjKt25SlnRryrPSjhP6Y3VApoY0MKwvT1a3WBpQcqJxzoBMaRW4zSm2PGWiptQ1T0CWvLSAN/kk7lEtUNieSOHQWo+XAGSKYLIegMDFxsq6paot3ByJWen1iJMXA0I9kWUWM++ncIaUxTLMMlA7YzFBmFtcEnOsZnWJwbz6Y6toWk2V0fYtzA9Y5Rn/g4mrHqmhfC7NGScM6cIsxOCYfmX54L7PjMOC9QynNu++882DMJhUxmSKzOTqN6DQcH/N2r8X9zHZhkFknIaC0Rkz8hVkJxICpZy7EgDIKrRVFZsiSOc6cUIgFq9zpTWVTc7/KtEGtjBwkRydWqtpIWYjNCpwfMNYKs4XGjREVp36WmIgx4PuRLCsITYPSioRkRNGBpAzi0abluxAcPihizInxbuvT16l7uS1XuHGgrEqayyusXaOM4sXFcy5efMe6fud73D5//hxjDP/0T/+Dn3/8c/b7PZu6JmYKnYshA8Zwk9tXXWtH5+TG0drj7LUH5zYOEK9nLcwlLvKL6sb3TGFtTp6Vt9ba2fQEpW6ttdw43CQCzjvm4ZZFZii0nm6mHNF7tJKSa43BGIufSmSTUhjnWJ0YUor3c3tyQpFHxj6iIxgUOk6lxQGszUl9T8JLeaVC1nmdkWc1ZVFC13BoZGSJdwk3vg0DihZrpdR8dCPWjTgfubzaUpenjONAWZY03SU222Cs4eLyBRcXL6jL01vMKqV4/vw51lo+++wzfvGvf8Hl5SWn6xVlYcitRqkMrTLUy661MTCMbnqe+OaZTePRlv9m8H/9Yuf/l9/Ns3IyATA4JUNCx3GUj16p6/PB8QAtjzkza6ymzBW5ll4n7wOBG8xOTf4+JLxzyGg/S31yAv/MWluXNWWhCGMEH4TLyDSMOmBzC2P/vQ9CqUhRZmRKk9pA1w+k5AlhwPm3YUDxMMzO5XrPnj177czOI3LGaWistZb33nvvrTAbfoDZeZ0d8AzDSzLrRpSW11bmEoC+GrOSuDVmHkVT4IPDZpEyX1Hm/CCz6Km8MnlQmVSCHUsbFUV+Ql4paFsO7R7vA86BG+++mVK3A4BFixYtWrRo0aJFixYtWvQyejtDVRYtWrRo0aJFixYtWrTo/3MtwdSiRYsWLVq0aNGiRYsWvYKWYGrRokWLFi1atGjRokWLXkFLMLVo0aJFixYtWrRo0aJFr6AlmFq0aNGiRYsWLVq0aNGiV9ASTC1atGjRokWLFi1atGjRK+j/Ak6flUJSSUUnAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1080x216 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "frames = instances_path[0].ls_sorted()[0:5]\n",
    "show_images([Image.open(img) for img in frames])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will build a tuple that contains individual frames and that can show themself. We will use the same idea that on the `siamese_tutorial`. As a video can have many frames, and we don't want to display them all, the `show` method will only display the 1st, middle and last images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ImageTuple(fastuple):\n",
    "    \"A tuple of PILImages\"\n",
    "    def show(self, ctx=None, **kwargs): \n",
    "        n = len(self)\n",
    "        img0, img1, img2= self[0], self[n//2], self[n-1]\n",
    "        if not isinstance(img1, Tensor):\n",
    "            t0, t1,t2 = tensor(img0), tensor(img1),tensor(img2)\n",
    "            t0, t1,t2 = t0.permute(2,0,1), t1.permute(2,0,1),t2.permute(2,0,1)\n",
    "        else: t0, t1,t2 = img0, img1,img2\n",
    "        return show_image(torch.cat([t0,t1,t2], dim=2), ctx=ctx, **kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ImageTuple(PILImage.create(fn) for fn in frames).show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we will use the mid-level API to create our Dataloader from a transformed list. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ImageTupleTfm(Transform):\n",
    "    \"A wrapper to hold the data on path format\"\n",
    "    def __init__(self, seq_len=20):\n",
    "        store_attr()\n",
    "        \n",
    "    def encodes(self, path: Path):\n",
    "        \"Get a list of images files for folder path\"\n",
    "        frames = path.ls_sorted()\n",
    "        n_frames = len(frames)\n",
    "        s = slice(0, min(self.seq_len, n_frames))\n",
    "        return ImageTuple(tuple(PILImage.create(f) for f in frames[s]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/home/tcapelle/.fastai/data/UCF101-frames/Hammering/v_Hammering_g14_c02')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfm = ImageTupleTfm(seq_len=5)\n",
    "hammering_instance = instances_path[0]\n",
    "hammering_instance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAASUAAABUCAYAAADEbiGnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACaDUlEQVR4nOz917NmWZreh/2W2e5zx5v0WWnKdVV3V1f7scTAEBgDxIgiEKCgIKgb6UIX+iMUjGDomlKQICRRAwEgA8EgCAgEhRGmx7av7sry6d3x5rPbLqOLtb8vM8t1d81QwkXtiOrTdfLUyXOevdZrn/d5hfeez5/Pn8+fz59/Vx75/+8f4PPn8+fz5/Pn6edzo/T58/nz+fPv1PO5Ufr8+fz5/Pl36vncKH3+fP58/vw79XxulD5/Pn8+f/6dej43Sp8/nz+fP/9OPfrT/vBPfu//sOALKKWQQIPECU9HCbL1a1z52u9gPfzoR9/l6OiIixef48yZLax1GGO5c+ce//C//AdMR0POnDnDq6++ynPPPcfR8Agda5I4QQiB0holNc45nHN473GARwICrWOU0kjvUFIQxTFaKYqyorYgvcU6z/qZC0xnJbPxGAQIIZBSUZsSZyxKSKQLv5YVEm9qhkcHzManTKYzllbXWN/a5GQ85PD4mLy0NI3m5LBmOobnX3yds9dexDnDvft3ePjwPq+8+hW+8a1vg5ZMy4qyrllKe6RpjJSOR4/vceXKKmvrPeJYk2USHQlmteODm4e4JkOrlFQXxO/8nxBmtsBc4DGoZzH/xt9CpymuKTBFSVnUFKairhuaxvDuu+/xj3/v/8l0NGRra4vXXnvtf3bMZ3nFdDQCQCqJEILG1pimQSFQXgDgtcSbBhpDnc+o65raNHglKZuGsq4oqhrrPI2J+N6fvc/O7oj1jVWUUjjnqOsajwHvMcbS7w+omoJGSSoj6A422dp+jnPnzlDOCi5dPsvqWp84lpy5eB2dLuG9RAqFMFOWbv1nCDP9OTHPMUVFVTQUpqSqGvZ29/jud7/PH//RHzEbj9je3uby5ctcfu4yR6dHpFnKYDCg0+mgtUapaIG3dwFzh0AIGTCXGuHtXxjmTgq8DZg3RU5T19RNA0pSWUNRlRRNjXEOY2N2dwr+9E9+yvrqKnEcY62laRq8jGhcQ7/fYXNrGyUTuqtb/Npf+lX+u//hX3P56jVqY3jx5avs7u5w5cpzrK2eQ6lOe6aePH/zdSE+k1FyzoVfWH5MQCUEWmu8c1jn6fa6WGtJkuSpLxFEkUYpRa/X4/DwkAcPHrCyskKvv4SOIrIsRWuNEAKECge3vSTWWax34CVaRwihEPPD7T2NBesFCIdUAmc8UazRtaCqc6SUOOfCRywCQW1qvHUIJGncQyUpKxsbyFjiIoXBcDw8wgHdboqKDaenOQ8fv08xE0yKIQ8O79HpdNE6pptG/ORH32d/b4cvfuVLXLxyiZWVJcqZYJrXOO/o9DbZ3bNEOmGw1qBxOBtxepozHk3odwZIGVHXU7RziPZn/jTMw3sR6ChCNx5MtcAlimK01v8/xVzVFVWdh+/ZhHfvRTBxtbHgPMILUpERRQkNUEvBzFRY24ATGOeQWpCQMctr3n/vDjs7e8TJEt778L3bc+WdBDxgkVIgvKKTDfjWa1/nL/3Vv86//Fd/wLVrLzAYdPnggw+4vLxCXRcYK5E2nG0nQBqHtQ75c2IuhEQqhVQW5RRSGLyHKNJEOmIwGHBycsJgMGBjc4Ot7bOkWUq32yVJgjMQUi/ul3cO4yzOe/AQRUmLOXj/F4A5gjTpoFrMqxJKU2NsjfAS4xxKS2KRQuM52B9y480PkEI+BYFASknc6RILj/WG68+/yPLyJn/2gzexRvIf/d2/w7/6f/8Br73+GicnJ3zxi6/SyXpYqwHBR/mQn2iTfj6jNP+GQkqkFFjvsMYsDkkcx6ytrSGlQmuFlLIFFKIoZjqdYusKay17e3t0u11eePWLxFmMUDFKx+FyxUk4AO3fl89mNHWNlIos7ZJlHaSO8B6stVRVhcpzjKtwpsYJw/LaOkhNOZ0RJ8HKh589wODw4UKi0D7B2JppIcmEhSQG54OhtRaBYjypePftD5iMDNZohJxQ3H2LJMmI4w793hLdOGVysssf/v4uSz9dZevsGc6ce56VlVWkjHFWYYzi6MQgM4POFPXM8O47OxwdjDmztUGnG6G8I7XBKM0Pg5ICKZ7F3OMR7fsQUhJFmtSnOOdpGgN4RqMR3jQYY3j06BG9Xo/nX3n1LxxzL+wTzGezZ77X/I4vMPcSRYTzlvF0hDQ1mZY4a3DOEjtPUzeUXnDz/ducnhREUYbWIZozxiClRCmFtR7vLUqHC3P9+sucv/YS1ivSZMBv/ubv8P0fvsHmmfN87Zvf4r/77/8Z3/rW10mzfjBMcn4pPM47aCMXIQRayk/EXCqJUAqnI2rXIJUkTRNAcHB4QBZHGGPY2dmh3++T9gd0+ilCxUidEMUxSZIhVXAG1lry2QxrDEppsqxLlnaRSuO8/7kwj6LoqQDiQ5gj0cQ0pmYyHaNMQxopsBZjDDGeqqrxjWJnZ5/337tPXVmiSC8iJKUUWmteevkVts+f59/8/v/IcDzj4qVVNtbP8c47d/jrv/3X+M2/8Zt89wc/5urVK7z7zh0uXLjI9tZ5rOMpvH/286lGaf5470No78MLdM5hvEUIgbOWLOuyurqKNRZjwosN/0i01pycnNCURbhkSjGb5ZwOxzRO0LOCOPZIZYhTUNrgvUdKhXMKXIr3kqZWRDoiS7sIJVHOIXWDiruUZY70BiEl1mrSZMDqmiPSGu8DIN4ZkAInCP99FCO8xpmaXtOnyAfM8pKqNrjG4IylyAveeOMtbJ2Cb0iTBNtYpHZYUVPUFaaaIkVEnKTISGPsmOHJY+7du02/u0K3u0K3s4JD0VnpYKNzoJY5OhxSFrC+dhklu1gjkULiCcZzjrn34HgWc2MMiQCBACnRShNFERQFRVEync44OjpCONseVMloNPqfBXOlNd5HZOmAjfUnUbWUEmebZzHXEYJghLpLA5ZnUyZFTt1YTN3gGoNpGvZ2Tzk9KTC1ptsZYP2T9DKOY5RSeGcRQjJPAi6cv8y5s1d5vHfA/Xu7XLp6lZdeeoWj0yFnzm7wu//L/4AbN35C8/4drl65jpAh0hIB7I+e80/AHB+MoNIKZYMDTtOMKIoo8px8YhYOZTabUZQ1YjzDo7BOomtH7VSLU7grzmtwCi8iTK1xOiJKOygpPh3zbInNDdEGAf5nYt5bXmJpOiEvChprMbUB66jKkrxwPLx/g6ZSCBGhtF44gfm9jZOMze1zpJ0+01mFilLOnLnE471d9veGDNaWefXVL/LO2ze5cPEs9+49oKkk5y6c/7kN0s9tlIQI4Vd4SR7nLd4LynxGVZd05AqdTp9Ot2Q8nuJduDDeWXz4F5RWLC8v88JLL9Lv9zg5Pgo1kLpCSYnzoKLkGRCUjFDoEIGpktmsQJye0GYTIawU4TJrBQjP2zfeY9DrsbG8hFQSKSVaq3CItEYoBUoSpwlxmpFEiqYsKGcTyqqhKGtmkxmzcc6D8SOOj0+Z5TOiWKK1pylqsB2cCKlDZRuqokLrmCiJ8UOJjiJUss9p0iFOBpgmxqCIl7ucnLzMl774KjdvfsCLL36BNOlTlQIvBL5NpZ52Bs55DM9i3lQ5wi8BEiEBOTcCjnw2YzadIqVA6YjlpSWuX79Or9fj+ChgXpcFSodXL5RGKY0HtNJoGaNE+JxSJXlewvAURDCQc8yVEGgV0r5333qPQX/A2qAf3p8MzkjJULdCK7ySxGlMkmUkWmPKkmI2oaxqiqZhMhozHc0opgV/ductnFU0jSFOEipTYk1DHMc4a0PkZC29QYeqbsALZtOKuhZknWWGw5wztWNlbRWRpoynOYOlDq9/7Zc52BsyGs0YLPVQSiCfSiOenHOLwX0s5kIIvFRIRai3iVAiEIIQmTewvLLC889fp9vtcnJ8TFnWmKYmiWMQAqGjhfFWc8wJmEdRTD4r8CeiPece5pijWsw97771AUv9PmtL/TYlDJhLJZBag5agFHESk2YZsdaYsiCfTqjqhqpqmIwnFNOc8XDCo8d3GY5yZrOKOEoQUmBNQxRFC2NtjSVSCZvr5ylLy+nphF7WYbm/xM33b/Hlr71Gv9/n6rVr3Lp9h+evv8DJyYjdvUPW1lZR4ZJ+SuL2Cxil+WOtwwoHwoONqcspztV4IUAkxEkf53KMscRRhFeefrfLb/zlv4RzhrW1NVZXV9FaE+mEJAmpgzEG5zxKJu2LakNbPEgwpsL6EmcEymtoc+15Hq5lTKUcjWm4cvk5hFcc7D5GAMYYhJCoSIaPbSgqlUJGGVpJjo4PGE/GNFVJU1UURYU1mu9/7y2K3GKNCCGy9QgU1tR4F76XlAq8pKkbIh2BMTRlw3RUY71DRBlnzr7At7756yytnWEyGfPg9iNeeeElbj84or/s6PV6xEKDDwXmp42Ssf4jmAtXha/yEgdYYfEOTGMYDYfUVclv/JXfQEoWmEspiaOEOE4WF2JeK3DOAxKtIizgBRhT4oDG5kgnQIhFDQQvUCSoyFM2NZcuPIeSEbs7j8J7a1OeSCqEEgitEZFCSEUcZUgpOT09ZjwZBszrkqIoMLVkMm64fesBdRWKwKEE7PDWooTAWYNQEiEcaapBxCgVhcjOSpJ0gEFweDxleW2FNOnQ1J7RqSGfelZW1zk4OMJL6PV6KPvsGf/ZmCu8EFjhiHSM1g1RpOn3e3zr299EKsHW1hbr6+vBIaqYOA41PmDhdMNFbzH34ITHmILGFjgU0mkEAudDOcE7HwxXBGVTtZjH7O48fApzSSwjhFQBb906YJ0gleB0eMxkPKKuqoB5PsMYgTWaH73xDnVjEcoHhyYVXtpFXdY5hykrbOU5u3WV0XTCaFqwmkas9HuUZcPJ4YjV7Q16y8tsbF3gg1v7XH/hLKenY4yFra0NnPeon5HKfapRerq46H1bx2gNgqkbpuMJdVW1FymE1lJJnLWIOEZKSRRFfPHVL2JtCGt1FBFFEUqqhVEKBfEIQby4LMEjCYwLwEgpg4GRBtV2GkL4q4hUjPE1VV3R6yti3UWwjrUW0zRY54ilB0KO7n2DUp5EG6QUJL6gHxkqATlgLNRVw+npMUVhnyn4h3pG84zxXHSunFvgZZoG6yX93hJf++ov8bWvf51J5VhvNvj+D77Pytoqz79wkdNRGTpKlVvU4Z7B/2nMm4B5Vdct4k8eYwzGGGazGWVZ8sVXv7j4M9VGjM75RZgfxzFJkhDHMSAQQiGFAikx3j1xDNaAqFE6vBM8CCSR6IM0lHVFpxuTxB2sWwuF2brGOUcqABy1sxgMSkMv8iAMuS8YRI5SCHIB1goiHfPgwR5NY6hri/MS1/68T+pUsnVIbvEOQuFZYp1DaEjSDOc9RVmjdIRWMd4bZtMcECwNljk9HRHpmG787AX5RMyr6iOYz3+m0FFTPP/8C6RpglKaOI6eMvjhTMdxTJaFVE+0Ie4ccyee/G6hDuoXd2P+M0VKgrCUTUWnp0ji9COY91woWTQ+RHtSCrI4GNjc5fj5ORdgrCCKYsajmqOjE5z1RJFCyfD+rZMLoySlpCgrRqMJWdbFSYmSmtpYdBSTSsnh8SlJf4BOE7a21nHO8N67d3j+hWuMRxMODo7Z2Filrt2nmp6fyyjNf7DFCxMCby2dNKVpmsXXzwHM84KoNT5RFC3qSJPJBK0VWkdorRYvqtvtEscJSiaLcNE5h4w0SBGKzu1lVyoGHT/plHgwTlAZh1AxwndxNmU6GSKVwjmBaRqkDoF6XdchMvMVQkyQEvJ8Sp7PqL2lahqck+zu7mNNezDb3Hru7ZqmQUqJtXbhRZ4+pABJmrK6dp6NresIMsrSorIYtOLK9Rd4672bxP0Ba2vLzGaWpg5pg/dPDODTmCMA6+h1u5inMJ//URRFi58tz3OMMZRl1WKu24Jl+J5RFBHHMWma0uv1SNOUNO0ghAKpQk2iNbDhHwU+Dt7TB+PpXEllClDzy6SZTX1wSi7GNA1atpibmsoZvK/JfcC8KGbM8gmVaSibOmDtNLNpAbRRuXUYo5BKLBzX5cuX2d/f5/hk1NYLFVFrFBpnSbUGJWicRTYN2oXzm8QpUkgODg5YX1ul0+lzfDQmWlPPGLwPY+6tY9DtYoz5yP2Yf+3cIURRTFFUTKfHJEm8ODfWWpRSpGlKlmV0u12yLCNJMgQt5iqc83kkNT/egQZhEV7iKk1lKoTWSMI5n81G7c8dMBeRAekpmpraGWg80dQiBRRF3mJuKJsaYzw4xXg0I9ZLJAOFdRVlOcVjSdN08fM45yjLkqps0DoiReA8VLUhVjEyinEIRpMZy1GM1pLNzTW8d9y+dZ8rVy4xGk2Rcsj6+tKnmZ1fLH0TgGwjFITANgZn7eKlKhUKo+PJiG7XLCy9c57xeMJkMmU0GrYp1ROP3e12SdOMfm+FJElQKkRRcZpg8QsjoLVGimgBkrW29dwalMV5x8bGGWbFlMOTPdI0xTtPYxqOqipEcEIQx0n4ZbSkqgqm0wpjHM4aTF3T1ArvImLdxfvAAzHGLHLrpw/lhz8qFYzt6soKly5cIeudJZ8Zjk/GdLeX0ZFmbXOTrWnJzZuPiOMOaRpjbU1d5x9pnc4x920uHjB3fOjLFo8xhqZpqOuG6XTGdDpjNBpRFAVNUy0iJa01WZbR6XTo9wf0+wO6nT6dXg/VdpDmka5o28PehQuIB0UM0mK8ZX39IrM8/wjmp0XouHol0GmCB5QUVHVJnlfUjcOZUFe0jcQaRVXOS/1grEUZg1SKs2fPMplMkFKyvr7O/YePcc6itAx8K6WwzuG8QwsR0lrrkIK2IyxI05TlpVXu3nnIpUsX0Tpld+eAdQdPV/OewVyANfZjMf/wu/LeUxQls1nO3t5+6xzqhVGKoog0DfSAfn9Ar9en2+2TdboLzOdfJ1BA0aaTFhyhdKEsxlnW1rbJixmHx/ukSRKiJdNwWhRYZ3CyxVyAFvpZzBtDUzcY43FGMZs2vPj8V7hy9Srf/e53ePj4NkKGSG1ulACcDfc46y2TJBloTz7KqX3BcreL84KybCjLGh15olixtbmNkhE3b97lxRdf4PDwGK0lsPKJduZTjdI8GlmALwR4ixceoyy9RKJw4C1CCpSELNacWkNVVQtexmRacHiSc3x8xGQywtg6HBYVDn08GpFlHXq9aetBErIsI0s7oWZDCJFrX4Y2uADnQmQhaNugWiF1jIolrqkoqilSVOChbizW0JIGAVxLX4iw1tDr9pgNh+R5RVVXOK8YT0fUziKkxDmLdQ1Kx+D9okWtdds2tTUIsD5FywSEYmnlPFl/C6k6lEXB8d4eneUBUd8jEsnlS+d48GCPu3d3eO7KOVQkka4tgLqPYo7wNMrSj0AKg/MSpABZIWWobcVtex9gOJoxHJUcHZ8ymY5omoq6KgGPkoFrE00mRFFErz+m1+uztLREPx+QZSmRjojiiLoCfMA8REguYI4ArRA6RsURtsk/grl3ECetA2gNdhTFWGfpdjqIUUNZlAhTYIxkPK05neY4ldFfWSVtHNPZCcq7Rbp5enoaanBxQlMb0qxDlmahE2ccrrbITIIPnnyecDkXcuNeL2Nja5Wbt9/j2tVrGOkWX/NRzB2NdEjtkHwIcyHbsymwNkTLw9GEyazm8HjCZDKibnLqqsQ7h2oveKQ1cRzT6Q6DM+j16Q8GZJ2MOIqIdISrNbat4+HBWIMAlHCgFegYlYTaZlFPkKJcYI6VJHEnFMmtQCqJjqMPYV5DPcPhmdWe09zy4gsvEac9Nref470P3qPT0ahULbIfYwymmjAb75H0O6DitpHUkM8q+ivr6DhC+NAMEi5CJRqtBRsbG1R1wU9+8hO++MUvsru799mN0jP1pHkNh0DQctKTZTGybat6PEJ4kiiCltMy98rD0ZjJtGCWlwilFi1K03ooByAFKlIsry6zurpKlmX0On1i9aTOpJRadN4WnBKt8K6hcWC8JIpS+v2Uixcvo1yNFALjwNkmGCQBUshQdE16OOEp8imnAnppTGUa9g9HnJ4OA9GyTVeapkLrtiuoFNbY1sB5nA9FRuct1ocif5L2ESpBRzHOlFRFTl1UZJlGR4Isjbhw8RyPd3bZ2ztkc2udpI0sF3WEj8E8TSOEtwihQyFdhD8XIkSdnU4XKRWj8YTJrCEvKhASL0AqhRAhou10OouUT2mNjjT9QZ/trU0G/T5p+oRgKQgEuCfvQT7BHEkUR/TV8i+OOR6fCIytKYzm5t33QSVcfO4yZ88+R7/T4x/9o3+AjiTT6ZRum0ZVVdVGMqGXI6XCW4+pSqrGkHa76DjUhebp9RxLKWBtbZnR6IR79+9w/dIGspEI/3GYE855GiP4EOZi3uiYRxKCvKjIi4a8aPAiFPmlUtA2V5IkCZGk98FIKUmn12FrezMwvtOUWEcoIfBCt8yoT8I8oa9SLl74EOauabOZtjb7MZi7KMLYLqWAhweG889dYm37LLGK2dg8h3MC70PUPeedee/bczymrmbIOCbWMZEWlMWMqixIuh1MU1MUAksWHJYWCAQXLpzn5OSEd955m5df/sKnmZ1ftND9VPtUitDim1dnZcv6TGLEUzUJgKqqmc1mHB8fY12Ncw2RVmRZihCCpmmoqoo8z8nznOl0ysrKCnbFkejg/efFRKU1nifFQ2MNUoAQGiwgQkeqyCtS7RDeYltv1tShrhK+n4RU4aWnsharFMaDs4Lhac54XFLXjrpucM4GUmJR0OlkbXEVPBapYHvrHMY6qqpESo9zFc6FnByvSNOEPJ9xfHJMnGm6UYbWgjSVXLhwlslkSpGXROnHF12fdhJaa6xzrROQ7eUJacY8PbDWUlY5eV4vMG9MRaQlSduAyPOcOI4XHJyyLIM3bBq2t7YWdY/QtQuRyNzJGGtaY6hbj6J+YcwLYzBSYhx4F1NUCs+Aq9cvcvn6qyz11+nEMTrKqKpQvF9eXqaua6q2ufK0AXfeUTdTDk/HrG1vgrN4a3FSLdJq54ID0Vpy5coVfvSjH3Hr1i2urP3imNPWWp9Ob5q6pihKTk5OMKbEuBwlBXEUMC+KYnEvmqahLMtFjXNrc5PlpSWyNCOSiijJFkbpF8HcWdeWO1Q7TSEhkXjxLObWRlReMZ0VLG9sk/ZXiKRiZWML6yXTaR66cE8Z3qapGQ9PWdkskb1Q9+2kKd4ecHz0mLWtdUpjaFyD9jHWW5wTSELq//LLL/H973+fnZ2HwCcbpp9ZU5rXb0R78D3zUDjYorppnulIxHFMFEXMZjPW1tYWv0zTNIuXhwgh6XQ6Jc/zRe1ibpCOjo5YXV1le3PMoDsgy7KF59ZRhJDPGkfjLNoqisqwcf4StYHT0xGpNijp8FLiTYK1njjWOCMx0uGaCSLVTCc5k8mMGEHTOO7f3cOZUGCcR3wImEwmqLboqrWirksGgwFfee1bRFGHP/6Tf4u1NUKG/F4gEEriXOB8nJ4es7SyTNLJkMoHw9Y4okgTxwlCFAvM595JSvkEc8C1HSGBWOA+bz7M60RSSqo6x7lwoBsTeDTeOaqqoq7rxYV+OiKqqoqqLCmLgqWlpUWtr5P1QjTy1M9j/VOYn/t5MBfPYJ5PC6bTnBiF9ZoHj05Z27jG5Wuvkq5skkQ9IuW5eu1F3vzJn9DvpIGlPm+CSImSKtQ2rQPvmU1OODk6pC5nyCik0UI9OeLOORpTYYwgSWK++tXX+MPf/5eU3ZJ++gti3uK3MGRCBFqDCfVF29Y8nfWYJkR3QoiFM5hH3HmeUxRFuC8rK/S7PTppSre/Au05UEr9wpinSYQzAq08rplCosgn+QJz4xX7B1O8WGZt4zJGBsLk2QuXefkLX+KNH/4haRrR6XQWhslYw2Q8ZHJ8Qm95HWM9m0sDBv2M9+9+wEuvvoqWEm8NWIOtKoQyyEgTRRrnLN/85jf4oz/64z+fUfq4J3QHWk/Fk6KgJ1yCTqfDZDJZFEvDEGVFVVXEicTWPox9iKe8TNNQ1zVlWS4KbJ20Cxbcgpks2kippWAJcB6Md8RW4gje0FooigqnagQNToISUeDyWIXHE+sEK3vUU4c1DUoo6qrk0aM9xuOckFiKBQ0g0hqfxFRVTRQF1qtzYQSgLAxXnrvOhfOPuHv/PaxzwVS0tjPUfGToOE1m9Pp9ojSMLGgtqYVgMpmRyvoTC9hPY/7kczzbowbSNCVJEpydUNeGvMhRKoTiKIVWcoG798FINU2Nh0ValLVdF9nW00zjFv+NlKFNb7z/DJinWNltMTcoodoOYYWxKVeuvUp/+QwuzhAqpWkqXv7Cl3nzJ39KPpuRxDGqreNFUbSgnzhvkUpwuPcIISRlMUXFHYRKENos6ChhbEctis+9Xodf/ZVfId77AVB9IuZSPHmXH4f5vDjtvaduKsqqBIJR0lIi2iwisLc9dd0gRNOmgLJ9bwlpHKOlCnOIqLbQHtJT590vjDlAEqXEdKiExdoW87qhKD11E3Hu3POkyTJOx6AUkVJcv/4i7771w8XZUCqk7w6HNw2jk2NWtic4F8Ogz/bWOj968w1ODg8YLG9QFiXGC4RxSB3TSFhaHbQTA45vfOMbn2pfPn32zXtc26YEcMKBdAivsLWjKErq/BBQeK/wskFGml6vz2g0oq5rsiwDLHUzoW5ykrRPlnWftJsJbO9AH5AhpUOEgcaNVc5un6Hb7S08ehTFCKnQOkUKjfcKiyXGUdUVaarJ+h2+8OorxKLG2RoLKJEglUZITafXo9vrojsZSgps03B0eMTOwyN+8MYjKieobIVzJhQ0CQdTCUlTF5jaEOk+SZJhneSD22/TW17h5VdfY+90h8odt0zpcHiIFJFOseWE08PHZFlEb2kZnSmUDB3LWjbUdY51FuFbzIX4WMzVbITA4p1qa0UC6cKh73Q69Ho9pDqirMbUdR46mVHSMoZDMV0QosxeN12kfM45+v0+q+vrnD93lpXlJbIkJs26SBmhdYpA43xIGX9xzHvoTgclwZqGw4M9Hj+8x707Q7b0JlnnPFG0hKUCAiXk8PCISCqaYoLrdVBCgdIkSdoa1YZOZkAWjE7vMRhsUI8OiLxEGoP0Hazv4lWM0glRrOl0U7y3zGY5vUS1ZYCPx9xUlrKsYDp8FnP5JFoKXK+QzhfFiLIcE0URSdxBRyGqlkIDwTllaUizITjjbjdjbX2V8+fPsb6yRpakpJ1OmBLQaSDJeomTnxXz7CnM99l9/Ij9vYLKa3rJNono4IRDErhT5azGVYayHtJLFb3BUpgFtGBNwfH4EdmOZnP7LDt7jrQbOoqP7t/htbVNxlUZDLEKjSGD4eTwhOXlJcrGoJ4a9v2FjdIzNaX2f9sSGgIRWKTtwOt8aEvAgoM0P+jzusU8hJ23zYEF/ySKDFqJwJoWAms9WZKRJWnb5g6F2ShOQ1HZzsBrPAqHJRZhwr1/5gwew/HxEdpXCOHwQmIbjxQKFSWsAVXTIIqKfrdDXVZMpzV37jzk8c4eVR3SzaZpqEsT6hh1gTEl1uZsbKwDFoRBIJnlp9y48SOef/411tfOsLM/C5GVM3inkDIKBD8RMZvknByeolSHTGriVJKlGmtjqvpj3sHHYe7sR7+QJ42JObfFOUvd/i7zdCG0+J/UKvCuHW6dkz8VJyenZEmCM4ZBr4t1oWZnbQ5e4kN748+BeUZVlMxmDZOp49HOkPPnXybOwvjOPErzvqY2OdaVpIlna2uV09EUIcPIhfPgnMF5mE6mVFWBtTWz2QhUhpMSYoXWcVu8lVTGoppQLrDWcXJ8wqZ1zwhrPME8FOitc89QBj6M+WLurC2qN02NMU17tsOcnBSKYJQU1sRYG6LP+cD46cmITtIBB4NuL9AhdIx3M7yXeK9wgr8QzItK8ODhEYPBSySdHlKr1ohIvDco7ZGyZmu7z3/89/82f/CHf8zu3gm+LYDn+YzJZEK3P6GoHAP6DHoZ9+7e4iuvfw2DRRiLco5I+QXv7eTkmMFgmclkAgw+yez8bKM0N0xzNq9vuynzORYlZVvonvO6IY6TMP2c50RR9KRI3f7ztGGaXwZrHZFKqWvX5to1h4fHpHHoEDnnSJKEyDi0jsDrxZzVPJqWShLHEQ0tu9dZpPSBq6GCBIdWgnw6IXE+RC/GYw2URcP3vvt96roKBVHrFqMsQmg21rdZWcvIOp4vvHyFN996j6PjMSCpm5rRaI/7999jY3OTolwLM0q2BiTW2EDEw1NXFadHx8Q6xQuPswlJGjHoZtT0YcQzxMWfC3PvF7WvxZxSS1mYE+DmGM5TMCnDzCBeU1cWhEBJTVk0HOwfoYXC1A2mbihrg1IRkc6IohSpIvz88srgVIyYY94WZJUIDGQfPubTKYnzxFHAHK8wteCDD3YZTQQXox5OgpcVyktwDmdKXnzpMgePzvGlV67wV/7yX+X//F/8Q4ajGZ4EYyxIh7UNR0cH1HWFMTV5McHJCKckSX8QSgKRwKEwvkH5YEB6vQ5GFfhZKJR/FHOB0mGmMAoXYnHIvfPY9ozMzzCEmuq8gRCslm3HNjQQaARSKJomdPGUUtS15ehoiBYaZyxmpaaoSqIoQeuMOEpD1CHlnxtzZxWHByWPdmZ8cX0JGaU0WDAe6S3GzCiqIWnH8+1ffp1f+pXX6a+k/Ff/139EXVich7I2DEdHZN2EpWXFbGpYXely+/Yd7j+4TdxfZTSa4EhIO544CQx35xxHR4csLf0FkCefjpjCJ+YXwVAUBd5ZELpNuEOk5L1nNpuRpunCMM0vxtPPE6/oqSqDkhIhLVIqkigUZSeTQPNP05ROt4cQGqVCaKtUjBOOuikxLetUxprh6SnKlYDFeo9yAmMsSkXoJCVKO5g4w1uLN5Z33n6X3b3dQKJ8SjokS1OWlzZ48aXrPHz8Dteub1I1U/7O3/ld/ov/8v9OYy3CWUwz5fDwLkqX9HsR3tSYpgwFSufxksUogfQNk9NDnHREebbgO0XkrLngtX8hzFuj9LRh0i2DeN55gnkE5RZkPiEkUljCqxE0OOI4AiR5XiCFoKlq9HBIknTodgdkaY8ozpBaUTUlxlnKskQlTzD33uCFRNogwqZ0TBSnxJ0Otd7FW483jqPDU8Zjy9Vrr9Ppr+OUoPEVplJEccRsesr3f/BHXHv+AsbmrG0M+O3f+Wv8P37vH2OspWpqlIKilBwd7YN3VHXJLB9RO0/jBcsb5xiNRkRxQ9YFFbfjSkJwdHSMr044/xRP6cOYB7xCd9I7C23h3DNn4D9xBFpHH8E8MLod1tZIoZHSUyORMhTrjTBoHZPEiqKoGQ5HWBOkY+Iko9ddptsdEMUZKo7+XJgLJxgPxzx4NOPq9a/QG2widIQRBtdYlHfYesbDR7d4/auvAIaymtHppqyuLrG7c4THgbRUzYjDo/B76kpjnKebaR7du8Urr32bk8mMTtzgFZjWMHvvSZKYe/fuAq99dqP0tCcQAoRQeB9aj6enQ5QYYlzTUt8FFhsGdKWgKisslqyTkqYZSmnSNEOIJ8VfKefF5IhYZ0+ldp4o0nghybo9up1uqJf0B61URIqSQTJEKYHyFuuh0+khdcYL115AuQJna4RSaKmQUtMdLNFbXibtdDAyFGB/+sZbvPfP/iXCRzg7ReAQMiZOFNubZ3nl5Ve4eHGLy5f6WEZUzYwXXniev/HX/xr//H/4V22q5mmaCbt7FYOlAfFql6aaIpTFWB9mhaJQyHSuochH6G6KiiNmZcVwOMKVp1xasSj55KADCP+zMHdY73EtWcJ7T7fbo7+8yvHxMXO1gafHhgLLWQWhO6Weet9BEiSKU6SOETpGRwndXp/BYJlOp0e326PX7aF8ECjrdjrIOOX568+jbI6zNTKK0CLUUnpLS/SWVki6HUoZfuJ8UvF7/7d/yaWrX6Y/OE+kNUQQ6QivYrytyKKGb7z+AsIcUVUzqjpnZaXH9tYaj3eOkCIw/Wf5mKq2xFFKU9XkkxGqqjk9HbJ95jKeiPHkFOUVUabRscJ7iIUk6XRgyDPGBUC4kKLOMddihHFhYFUIhfXB2QUWefhvut0uWa/Pzs7uk3EV4RZRqFIaKTVpki4K3N6HsExKRRQnAXMVIXVE2unRX1qi1x20+A8+E+aVCo7L1YJ/9t/+azY2r7C2fhWpM4QWJErhVEiXdQy//K0vI8wR02LSdmsrLpw/Q1mU7O3tIwQ4WzKdGA5I2NreYndnF9fA7Zvv8OoXX6eaDanimEhmFJUjNX2EUBTFlH4//lSb83MZpSezZxJpW8kLLzB1hZxWCF+CkwgXjIkldGcOTw6JOxFOOKbTGUrpVoQMhLCLuTggdIhcjeNJR84UDbsHJ+SVbYmBHbrdbtuqTsPnsg6Dbp9Yx3gp6TQGLRrKYkqiLM4FntHEKlQs0EqTxTEujlDOMpqW/Ot/8z3KIkOJhDgWyMizFJ9ldW2TF65d5MzWgLo8JNWWqvaUVjIZzTi7fYZzW1vsHxxTe4P3gqauGQ8npPKINEnI+ks4ocFH4D1CC5wzISIYS5Y31lhZWWJ9fQXl1omONN74hTcXYl4k/XTMRSShCtwxQZgan5UNUZRQVdUzZNbgtcL7tL7BmubJLCGQlyX7R8dBQ6edcO90Oou5raXBEtura/S7fZxUdNYqEhlTFBMSbfHeYBuHMRoVCbTUpHGEijQOhzWOO49O2b7wNXS6jpcyyL/aQDWzvgJzzPTwfbpihCFnZg2T6YjR8ISzZzapy4r9/WOqxiBkGCqWPqQ/9WyCKgvGs4L33/wzXvvyL3F8uE9qDVUiSDpJuKTOcnJwn/OXDVI8hTkSIULZQKIpqxIxyRHMwHukFUGZQdEWvQVaKUzTMM4rkiSlLEusDeoXUgpkJNrOqsdYg3VPdJAAXOU4PLGcjvViZjSOj+l2D+h0OiwNlji/ufWZMPcECZZHB6ck3efoxFt4IqwIbCdlLc5VWDNlcnKLRE5wfobDMMtnTCcjtLJcvLhNVVWMxzOcsWipmY3HnEiFrWrqomBWNdy7/w46SimLfbxPUJkEV1BXnqqecLB7zF8IJSCAFwANRkSFl1iVCO8R3oOxeAzeNLimYn9nD4WgmBU8fvyYtbU1qqp64o2EWHhu7/0zaV64QKFYPh6P26HeGcPhcDFy0O0Glb7N1QusLWuyfsLB4QEijumuD9AKnFTUXqJEK4SWJOTGYIoCU1n+6T/9DkfHMVvnngMbCo9SpayvXeHM2XU2+mPK2RHeF4DDWEddW/7wD/+IPC9Y31ijrCpOTkYhe5Ue05QMh0dIrei7hijtECU9hAvdDeMcpck5PsrxpWNltYtUlkd33+RvXClJ1FNseucw/mdj7kyDd4ZYK9IkZnh6wqP9Y1ZWVjDGPJPezZ85/yRpZ6eeDOCKZ+pQxoSUsSxLxuMxJ8cnTIczzmxss7K+yeH+CTLL6a2tEimBlZLaSyIhn8G8KXJQmjsfDHl0z7M02KL2AuPC12sPtvEIc0g+eoy30xB7G48xju985w8pioq6qlldXaIsSw6PhpimRMsIZIO1DXlRIISkqhpu3XyTF5+/zsnxHZwLUWNv0EUpz97+I3qpa9OypzBvcZ+fUWMMos4RvkHQgHWADWmoC+TdNIkZDk+5efchy8vLz86MtRjOMZ+zu+fO/mkNsfnZn2uRW2uZTqeMhiPKafWxmD99zj+KeYFUMQd7Y26+d8qgdxYvYmrnQXgkgcjpmxHldB9XniBFTeUCqfM73/kOZVkGI+sE29sbmKZhNi1xBOd2fFJhTINpDHjBT374Xb78pa9zenqMlGAoSdOMbneJk9N9mlYP/TMZpfkBfVIHemJMYD5KYihsiY4TpPKUTYWpSvLxhOnpiF0Tctn5iIBSatGFWwjHGdOGuyxapU8bwvnLnH9u7r2VUsRRyl7vhLPb20Sp5tqrL9Dp9Ll18z6Rgoaw7AAskVKkScrSYImiqHn4uCDrX+Fr33wdTIGpLR5BpDIiFSP0CUf77zEdH2FNTV0VVE1NZQWXL18hz2fcuPEmG+srSAGnozHGhYHVqp4yGku89vTEKipKyeIBvd4KSZYitWd6fEiTH3B/f5933v0Bwo/5G1cuLibL27fwMzEvmoqmqqirAoljZbnP0qDP0Wi2IBp+uNj9RP2gWVyIpwvhTxMJ5yn1E+6S5/hoxOHBMWur+1x76SXWzp7n9q0HZGmEk5LKAcIQaUUSJywPljDWMy0Sxicd+tmFIFDnQpTinOFkuE8ka8qTtxgePcTbKaYeU9cVpYt48aWrLeY/RYmIM1vrRFpz78EOKg4RY14WhHlxQWMddTPmzZ9+h5PjE3Z3Gw4PDvDe8txzF3j0+B7bG33Ey899CPMn3bd5FxmnKEwQ9pcCSlNg6pymLsEZ0ljTydKFHM+8Tvh0B3qOeV2HNuuH30nTNE9Fs0/Y4lprJn7KyfH4GczXz57n5q0HpInGK/URzAf9Ps5LijJmeAJpdBZJhhUe6xqca5iNh0hb4MvH7D18D9ecYMyYsimpneTFF18kz3Nu3LiBEJJYKS5dOMvBwQnHR6d47ajKevE7OOc4ObjNzv0Op6dDynJK08zodTusb2xw8+a7DJZ6n90ozcPZp+zRgkQ275jN9g/5z//T/4z+xjbnNs+yfmaDleUVTFUyG08ZHo/oDJZZXl5+al5NU9f1M95k7pHmHuVJfh/+4rlEytyDzAmWUs5oqoo4tgyWV2gaw6CTsZR4Ymnw3uKERBjCIKqXMKk52h2h02tsLffBJ0ijwliCLbGNwdsJeX0XZw/ppJaqcggRoaII7VQbXVhWVpeIdczW5iY33n6b0+GYuaLzZHrKrCro5VO6/YKlvidOBa6MOB4eUB7vUI0PMW7Kc+c7NGWBNQ1eP/VaniLqfTLmm6ysrxMpjZKSXqdD3dSsr68zGAyYTCaLEZ75qMP8As4VGD5OguXpdzN/5uRJrYM0q2lKzl44w6XkPP2ooqMqtArqjM6ETqESClV69nbHzNxF0ngJawELEo/2hsKM6XVKZqcPMbOH9NMgrdHIoCUubUwSp3hvWFldJlFBznh9YwMhFAdHx0zyEbN8hmxb0FJqpIh5963vIaQj60iuPbdOr9dBa8fq0jlcU7Rn7Vm8w0iJWOBSHOzxn/+n/0d669uc3zzH2pkNltZWSaOwbSRJIsqioNvtsrGxsZhWKMuSPM+f6dDNMZ8bqg9j/jRTHFhkD0LKZzDvtph3dYX6GMyjRvF4f8SoWiGNt/Cmi5MhspbO411Bqgvqco/p8AP6yRQrHZXuIKIO2tWLKHplZYVIq0XHdmN9g/ffv8XDvV3ychbubxNGeCKluXXz+1hr6fdTrpzfJlISrSZ88YUzzzYTPub5VKNUWx34G20nFOFBGoQIrWkHlHWFHRfsH5+y+9bbTIucmbVMZwXjyRQlJBvnLnB8dEKvt8zS0gAlAWeDxKcMUp5KBtGoSLTqiyIoDwrvwzCnEIFL0c6+LVIMD75qOD08oZpV3E8/IPKOphrSySL6WYbyingQUdqYw7FiOIE0Oo8mxTXgpQVc24ausPUevnkI5S0iYWmcAdcgfctnEZa6VUsUApyriOOEa1cu8957NxmNJljnQodoesrweAehIiaTkk7WYWNrg83NdV66eoEjShoTBPCFlRSND//fq7aZ6QHTbpcIc31VXeDGJfvHJ+zeeJtpWTITDq1j0iRDCMX+8SkPDo45d/Yi58+fC2/LWYRzeO9aGRG1wFwKiZciYE5g6cuW/S21CpQG71FKh6F/4/GNoykr7rz/Plp5rC9YSgYsJV0UmrSTUlrFqI7ZOa0xrJHqJRCaxjoiKfBWUFUT8ulthDlA2xwtGxrTYGzT6mV7vAgRRpHXiJbyEesQxVy6eJZIS964sUsxnRAnEVGkWe4N0Drh8qWLpFnEmTPrNE3B7s5O27aXjMqcspLgwhxnmBSwIAPmAolDUNQz7Djn4PiQ/XduMClmTIVDq4g46pAmHR4+2OPN929z8dJFrj3/fDsKI4jabvR8MDmWCo1cMMW9B8+TKHXO9A7zhq4tkEt8i3ldlNx5731iDd6XxGmfXtpBiYism1Iaz6SCveMpedUl66zjRUrjPBECnMLWU6riPtT7UE+ImGGocEF8eXH26qqhyCvmY0pKa6z3eGd57vIF0II3fvIGEOgQqytrRELywgvP45zhwsWzTCdjdnZ3iJIIayWz6eyzG6W8ihcza3EUISQ0LnBvlNTkNuNgNub2o72gWqeTIPUhfZh0Ng2zqkSfdhj0BzgHcRTjfYMU4KwJ/In2USKiieqn/l0SBTHkEBUpBfKJ2Lu1ph3Gg5mdYSrD3oNHmKbC+ZJqecAsTtE+gqRH4QWTJkNGG2iZofA4GwibYJCuxJWH1LP71NPb4I4pZoFc2DRNULL0oaVblgV5kYdiJg1BzdKxutLj0cP7CCmoqpKmCTrHGxubqLrixReuMOj36A8yvBkiVaghpWlConuUJsFMwwGOddQqKhrmKoUB82NuP3yAs4IoyhBS4bXAC8toeMpsWjIqSjpZRlVWbXdHkMTRE7nf+ZYX/yyhUiGIlAalEE4hFGHgV7bUA9cgfDCg1loa0XB6dMK7b76Dijz1mS2mvQGp6qCSDrlNOK08snsO4gHCx1ghcc5AU0MzwdUHxP6YOt+jLGdMqxnW2SeYO0+DDFFHUQapEB9qaM5BXVccHj6mnAyJpECYoMaQRg5rcyQFdTnDux5lHsZVtA6cuSSOmZaKsg7k1CiKEAqsqZ7FfHrKnQe7OA+RjlE6WhSvZ2XBwe4p+/vHeGs5OjxiZXWVoiwwTUNdV08MDgKrU6KofiZimBNbkT5w62CxgcdbGxZWeIUTDiMMJ0fHvPvmO0SRoNheZ7m/RKw7JJHGiAH7EwGdTXR3AHTwIgj0GdPgmymu3if2R8ymD3FlTl5NMNZQzfe/eUfjJGVZkRdFSEO9xTuDtR7nYDqd8d5bb2CKCUmS0ksylG+w1jObnuJcgzVrTGZDOt0EKSRRrCnK/LMbpf/6H/+LUPQTtBYS6rrBOxZT0pX1GAtKRXz5y18BPO++8wYvX79Kp5PyaGef2nqWu122t86jtaIoYmIVLdK1pmmCFAjPTl3j/KK1Oh9MlN4tFu9B8DzzgdKyLNnZ2WE6nZJlMa405N0eSqZky9uQngW9BKITli76mjCjVFJXU8rhPSbHd5FuhBZjfJNjjKYxTy5I4xy1UFRVTdUqOwYNoTARffvOexwcPKLXSdFKEUsB1tDPBDQCbXN27+/z3nDEuYvn6PS65PmMpmkYD4fcfeM4GF0BUgXMq6rB+7YALSS1L8M4Cprl5XXiOOXkeH9Rh6jrmrS/zPLSEi+88AX6/T6TaUSZF2GsJYoWQnCu3T6z4NUgFh3XuRKi9LqVPXnCLU90vFjtk+c5dRXStlRqyllNlg1Il7vEnXUiucys7oYVQ0oFEoOZUM72Ge6/h612iFWOtFNsVWFQbUOhbo2So+HDmNehQI1kf/+Qn/z0Bww6XbIkjJDgCrTqYG2FMRPu3r3DB++/yXPPXcdZ2rmuhoO9XY5u/jREAgKk1ljnqWvzDOalqcOZcZBlXbyHqixahjaYxmIQdLs9tra2WlHAJ8ZmXpvDgxLqqajoSao2L5fM0+l5LW/eEYyUIo7ixVm0xgZ5JSGoCkOaVCS9Pp3+ZXS6ycyFny1TIbvwLqeYHTE+ep9icpdY5iiXI6zBGEvdrlRq5ph7+Szm1HgfdLK8l/z4x28wGx/R73RQyoHJiVWHoinJZ6c8eHCfR4/ucenSZaq6piwrRqMhR8fHn90oGRMIf14KZJSglGwL0RJrHHGU4puKajbDCc/WhXNsbm7y3s13uXT5Mv1uSml/wvVXvsx/+Hf/V3z/ez/m+PiI6SwliWPqqqYoiqCKKA3CPxG0Dy8nREvzgmCSJKgksIkXl4Ynufn8JZ+ejKm6HTpLS8QqRnV6uChCyBhFB2slYMBUOCqq4gBXH5HIE/qboEQP5RO8XWZW23b7QzjEtbVMGsvNmzcpioL1jSWUjAHHzuN9bt2+TVgkUOG1RmlFHEXEaYKfSg5PR+zvH3N8dMrjwzH9wYAkSdje3mZtc4n84QhrG5wUJGlEpDQyzRBIjPFoFYEbM51NA7lzuc+gv8zx6TFCB00nEQl+9dd/ld/92/9rfvqTtzk5OUYqB9ZTldUTbXHrqFtFzXmtTyLCdlWlFk0FGUcgnmC+GIZuHYbWmqa2NHgmZU2ypBksrxAvd3BeIUVCQkRjaqwpaNyEptxFmD02V6dEIkURI10fZxpGjaNqJ+ubpsFYx7Q2z2CupcXa4JV/8sZPKMuSONJY34QtJRGoSFPmBQ92dnmwc0ieF+zs5aRpl+3tbba2tjgfL1HtvUdjw8bYOErRSqIy/wzmri6Y5jkoiUwy6qrBWImpGpzzVFVJf3mFS1evcTI8ZTyeoCONVmJR/4yiKKTH9smg99O1pblzlTLcs3lNa6726Z9y0gBlFQape2VDtqRYXl2jt7pKZQAsymhc4zDNFC8q6nIXV+6y3B2yOQiYC9vDG8u0sZRNTVFVVE2DcY5ZZbh58wOKomRtfYlIW/AO7wX37z3k9u07dGJNIeeNqLC5qDSOx/tHPNo9pqr2uPfwmDhO2dzaYmXlLJtnrn12oxRHYUW3ESCVQ0YiuApCt8QJ6HQjrI+o64b33n+T5ZVfottf4s7du5zbWmN9Y5OiCoXpzY0NtFZkY00Sxcyms0WnIqz+mWtPt4XHtgDpYSE2VZXVQugNwtI9ay0eT6fbI81StEopjSXqDXjl69/g/KXnqPKaH/7wMcL38I2grqf4eso43yPrTInEAdaOyJsGbz0Yj7NhW0fdhO6CsYba2qAJXpV47yjLCmvCrNv7792mriz9Xh+dSoxpqCpDbeFHP30bdIz3YzrZgDPPvcy5sxdbSdRuqHG4ht39d0IEKTxKeoR2i06Q9QYnLFknwfqGprZU5YyZUDgvmMxyxuNTlpcHHB4dcHp6SlWVTzpArT7OfIOM0hptnxXzQwS1B+dD1846R1OV875rSyD3QStHOISU9LKMdLWHjmOWNpZ46auvc+2Fl0g7MYf7Fd//00d00g3quuDgcIc4qelmE6Tfw9QjSuPACoQLEstT21DV9SJ6COukeRbzJjDOj46OGY4mxHEHnaQ01lAbRzGacjT+AKESpIrIeptcfG6Ls2eukKV90iwliRO8rdk5voe0YFvGvVACIcJokPUNTljiRJOYuC1YG6yzODxVU4Uap4LReMjp6QnT2Sx0WJXECdnqfYX0dz7e87T8DkIsxoXmRipoRrEYawmbTUL0iBSkcULWHdBbXmLz7AYvv/oq159/EbKM6bTgz77zNtpvY0vN6egeQhZ00impOMQ0J0zyJvzCNsxTlramMg3GWmpjMN5hDC2FJ2iF5bOqlReOuXnzNiCJsi5OQNM4KlNw8t5tvMpAaLrLZ7m6dZb1jTMMllZIk2cXn34mo1SqFGyJ8BZvQcVR4CEhEMKFPfS1YLO3xubWKuOiZHN7m6WNTVaWg1LA0soy6KAKeHx0yGg0pKqneGuJlCZSmlrIMO4hbNtda7DGhF1obSQUtfUVbX2rCCjQMiISgkZUrJw5z9/5+/8JG2e2iOKIxgl8lKDjkALFseLFl5Z5+wd30K7L3uN36HcLVnsJXlRMxhOaqkJ4v9CibpqG2lka0xZcrcM4Bx6sLaiqir4PaYyQQXkwy1bodlcx0hAnCmtBq5hXXv0i22fP0dQOKWOkiEA6mna6uzQWaxpyleFM0+6Ml8SyTUeQwYPLiKqxbK1c4Dd+/avkecEf//EtrE/ZOrPNeFaRV5YHD3f40z/6Yx49esR4MgHvW53uZtFRcs4hlEKpqE3j5GJIN0ROIe2IrAv77qVAIVFIvHJUSC6+cJ2/+x//R6xsbKCSbpsWg8YxAQZnYi5fjbn19rt44zm3OgZpaJop0yKnaVxgmzuHMbYtcIeP3geVCtPqdz2NeZzEELjsCKFZGmxBFBMlCmMcSdLhS6+9xtLaKnXVIKVu15AHfS8nJYUx4ByV1mFA1lu8jVqBtTBDplVQcihLy/mNTX7jL3+V0SznO39wk73yMc6VrRMNBr0xNc421IVDeofTelHqiKJw3ZRW7Voo8L5dZ9TSEObbWXQ7f+eFQKPQTuCFocLTXV/hd//+3+P68y8RZV3CTmQAy0x44n6H6y9s89Pv3UY6xeZggpBhrm0yHWHrJqxt8kHrqTFPnXPng8H1H8U8ijRivu+wrun1V9DpMkIqZOORKuLlV15ldXMDa1yY3VMRCI9tDZ2zQaX1MxulRCka40FYnGhwIm6NhCJOw2UsZg1CSTbW1yl393nnrbdD3ussW2e2qawl6/cxpiFJYvr9Hn2RUhdB2P7pupKxNvB8QgaM96L9GEibykuUFzgRPp/EYSliKT3/u//9/xa0xOaHJMkqMuvhZbuFFEdkLdpOOXj0E4RPSaKCsppRVAaEozEFtjKEqYCndIm9xbRpizGGxljyqub09ISmaUI3UQXN76Is6XQyur0+pa0WCondbpe02+HRcZB5GQ1n4BWx8pi6Qre6zbEWRELS+KcxT/BtwTXJUuI4YXp0TJp2ObN9lsOjAzpZgsdTlCVLS0tMpyNGown37t3j+Pj4mY0zTxukBSHWPDkooW3tg2WZY+7axYjeB00joKLhlS++xt/73/wnHE6PMT7HO4FQGU5IrJck1jI62GHnzpuMDvaJooQ6LwLZ09VhXrGxi9rNk8jILlLFT8Lct7rhZVmhVUS316d2UNU1zoV18dY49nYP8M6T5yVSKIQE5+0iYuykwbGFpakGJ2uciMGHrmMSaeIooSiHdLo9tre2EEdH9HsdHj+1fcT7MA0/JwA/nYoteGJP0Q2MDURDIVSoD7YRqvA+dIF9i7n0pElChKBoKl548UX+9t/7e6hel2FxwnJHUYsIj0IJReocw4Nd7r37Y4b7j+h1+zRlgXMNxlY0psI1JmRaH3PO55zBxlhmZfUM5lHLDpdCUFYV/f4STsRUVUij+51QzD7cPwwOprFhEFkEouZcWidJks9ulP7qr32T/YPHpP2MCy88z9r2eXqd5SAiZRy3b9/lf/rX/xNxmoIQnD97Domgm2WcDA9Y6oa/vJtlOOdYW13DuWWsq2hqw/B0tDh41jmkVqhSLQrbbiH+/qTOFPm2EyQ9/STh9S9/mXPPX2EyPaU36HLv1jtsXX6OeOs8SdRDe0V+csyPvvdjivE+Vy8uoXSGSjt4tR6keOsiyJKWphWVc+3naxpvaVrDaa3FOsd4VqC15vg4MKatqzg8PKSuay5duMzGxllUEnP/wQOOj4+ZTMfcev89kqSHc4KlwSrLy2uoRKLjJ0OysYJXr73G8HT3o5h7iHTCw4eP+af/9J/w0osvM5uWSClZ31zmgwd3mU7H7YVIqKuGk5OTMLz7VM1o/jGIpIXFivh53W6+BjuAPu8WaRuMl44VvSThb/7Ob5Gs99lcP8NPf/RnNJFja/sb5PkpVpZ0swGmrPjpn36X092HrPdS1p9fQ8UpTkmaJkjBhJqRxT2FeV3XofP2MzAP0iyOx493WVvbYGNjCxVn7OzuMp1OmU5H3L79AV4EgbL1tQ2Wl5fo9DooLRdExTSSvHzpKwxPd55gvnWeXne5bc3HPHz4iP/mn/y3fOm116lrhxaSzbUlbir5DJnXPLUeK8uyhQrrvJGwME4qdDIE6iNRw4Ko6gJNII40HaW4eukia+fWef75l+jEkr2TQ3qrPcp6RGE1WTagqhp+/Md/xnD3IWvdhC+/tIWOU6wO0WFZFtR1ha1D5jO/ex8+52EFmSf6COYOpSTHx8eYxrK+uoxOlxbnbJZPuXvvNsYEAceNzS1WVpbp9LNFTfIjQ8+/qFH69lefx/irFEi+9Mv/HjpbwTtJPisYjcZUVqCSsMalrmu2t85yeDrBG8toPOaxhs3VNSajcUgbfLh809kUa9yCzFcUBVVZUtXVs17dg/Mf+gW8JOukaAWJFth8wmacUFQlMlrmS1/7JsN8gm0KYpXy5ne/y7/57/852mnObHUoekuouE/S1/SXB+TFjOHpKLQ9qwZv/BNdnLa2M78czjmsc8zKmjiOGQwGDIdDhDDcuHEjTH0bw2AwYLC6RlnVDIenoY2OI0IgdYQwjuO9A1RHo1O9UItMEs03Xn+eOLr+FObL4ASzvAgjFi4s9Dw4OOLMxgCPZ3m5i5COyXiM96EhUFUNw+GQ0WgUitWtIujTsjHSOzwCKcMCwxCaPzFKi9VRjafX74Jv8Kbi8f3bdJtlLm5vcfjgNv/+f/DbeNcwOhkS6Q5Zbfi9/+ofcPj4iPMba7DcIY41SbdHtrzMZDJlPBmHdLJuFttAFux+fjbmUir29nYZDkf0uxtsb52hv7oZxPvzGUKCMTVxu9l4Op5Q5hW9pR5JliyWQkaR4puvXyeKrn0y5tYj44j9o2MunAmCZxvry3SyjNFohDGGzc1NxtOwY6+qqsVShrlDfSJrO2fKt0sZPM/UWBZkSuPp9ToIDBrBr/3KN7nz+BZv/+i7rC0tsdxfYnllFWMNBzt7DLYl/+Kf/hNu37jF+fVVxEqXONZk/QHxoNuuOJtQFiW2CRSDuZFojMGK9uPPwNx7x5tv3kCpiG63x/lL1/H+FmX5CCHAmhp8hHeW6WhMU9QMVoMzmLPdf9bzqV+RpYrxdIbWKZhwOL2zSASdNGN7a4t+b5nxyRHD0ZSzW5ApyKUkzyuOxIRO0kHIMSdHR5wOJ0xmU8oqp8hLJuMpk8mYyXTCbDajacxiLCK8yODF27cVPmjJhc2zvHz9KtIaqGv27tzh4le+jEJghebxox2uXLnKT777x/w3//XvIcqaTHXpxiukUUaqHWXZYI5OsM6jZUysoFYe65u2mOvCXsZWEte3DFIvoNvpsLG5yXQ65fj4mNHolMl4xmCwwtLKGjdv34M7D7l0+SLPP/8CN2+9R6ffwwvNrKjR3T69pQFIh8cuopc0TemkiqaePou5d0gEaZSwvrZGmvTY3Tviq6+9QlOXrC116fd7HB2f0tQNsY5wvqYoAh8kn+ULCY0w6BkFLSJASI1SdiHMN+eAPO0KRKR58aXrfPXLrzIdnnJ4uMeDW++TGsfo4DFv/+C7PPfKq5zfOsPweMjv/cP/CzdvvEkieuRJRJlolI4pyoby5DSkVzLBqrAtxPkKEdpLSBX+fqnkPIlHCvUMU/rk5ISmNhwcHKGjjJX1TR4+3mN68z4XLl5AKcHO7sOgwClSxqMJG626hE4jvHiy+y5JYrKfA/Mk7rKzc0D3G69RzoZsrPQ5e+Ecu4dHVMbSG/RIuyHV7nY6NHWzOLZKhsndIGAISFrpEt1y7hZ+ADenukSal166xi99/au4quLevbsc7D0AI3jrR9/nzLXreGrWt89wdmnAH/2//jk//sPfJ/Y9ZpEKmKs4GGkTtkQHzAXOFqDC2iZnA+aOj2Le6XTYfOqcg2B4espoOKM/WMWieOvtd1haWmJra5vDoz2yNMWaiLKsWOovkaQZSqv2XoeBcSX/HDUlTwZ+QiwdsbNoL2jmkgxS0NWS9aVNTo/GTPIaKSyb/ZjRcMp0WlMZyXKvJFKKex+8R5RlTGczxnnBZDylKPJFPmu9W4R2T2QkntDw57QA4ytiaRj0YkTc53A44v3DXfZ/bPBpzMuvvcbWxhYHOzv0eyn/4d/72/zg+z/g6OZdJvkYMZQMqElMSqIzrPWY2uGNC10Vmpa53io3muA1gnCaDXpLPnCB5inHrZt3OD2Zsb61StxZ4ur5TSYnY9748Q26vRRrBAd7hwwGSxR5TVPWsOYQkURFajH3ZEyEdQn42VOYSxrrQr3GWTIp2Vq/yO27d8kbRyYzVruSixcucOvOTmjVm5I0SyjyKVqHzbZKaaKWWzTXSoaQJljTIHFI6doCb6AAzDGvXcF4tM/JyTpECfHmBluuy1E5Y/vqcxwcn6LuPGLrgqYoSl77xldphOPo5m2m5TFi1DAQJXGSkpnuAnNnHM7WeOqWRe5wPmDufBBeMy1B0jpB3XbkvPfs7Dzm9q27ZN1V0BmXnrtKNSt5/4P3qOucqqo5Ojyi11vFmJrh6JhlsYywgZ4xV+O09ufDfHvjAvfv3MUaRSw79NIZG5sbNCisM3hluXh2k+mkQUmJ9RDFCZGO0K008nzUJPCMDFiLF63gjFDt1ESQKnauZHyyz8HuA1Sni+n3OJO9SFWVGK15/PA+j4/2ePm115BCsrq1xtUvfoH9D+4wq07YH5mAeZOSxh2c8ZjG40zQdrKEXYVItzjnH8Hcsjjnc/3xH/zghwxPc84/d47185fYNJL79+5ydHTYkkWP6HRWaJqG0+EJvV4PSkHW66CjdjLgZ0RLn/qns9kMIcKszmw2ZSlbB560kLXWvPDSi9x9+IAki6mahgvnzvDBg0OKvOB0PGU5kyhX8dabN3jtK19FWo9qXJiHUjHeSZR0RJFDSROo/vPpaoJOOKJVWxSCLhptLNPpmF/5rd+kUJqsM0BKjUOGjQ7eMdi+sKD2v/rtX8PnY44PDth7vMPpyQlHu/vU05w0TghTLxbfmFbKNISx/UGfKE0WmymaJnicsgprfubpTZ7nrddN286KYmNzi9W1VX70w+8xm+YUxZTJ9JRBfwXnDFXdZWWwQdLWHub1hqIoSKOPYv7084VXX+HewwdESYJyhqX+Mptr22gVUVnDtJiytNJlPA2LEDudfqvPrRfKiL4dqfBWgnDEsURHIJTGC43zoSM2x1w2hulsyq/99q9RxilJd5X5qiGPD2kI0Pewee0FXvnWr+KLEccH++w+eszp8TGHu/uYD2Nem8WaIe89/cEAnURYP8c8fL4oQ+NgPtQ9vyxzCRshBYPBEl//2jf44Y++y+npMWVZUNU5WZaRFw2D5ZjlwRnipLNQhxRC/HyYf+ElHj58CElCd2mJrNYMuiM6ScJ4VnFwsMurL18niw1pFtQ5dZyQJp0FeXJ+hobDYXt+DEKGArmXodg+dxY9IdHWMc2n/Ppf/nVmStPtrfP0qisEOMLGlC+cucDL3/4VXD7h5PCA3UePOTk+5mh3HzMrSKM55uZZzPH0+wOiJMJ8CPO8KBc4a62Z5TOKslikYVJKet0+r77yRd68YXnwcEJezDC2IUszytqxkmT0V9ZJ0g5pmi7UZz+zUQp75zV5kTOeTOkt24Wg1Xyq/MKliwwnY1ZXNpnOZqhIsbTcQwhFnhc8fPSQbnqRonHcvnsHrSPyomRSOWZFueBBWGsRvlkYPa01iZT4tvgpZFi2aG1Dlc+YjYY8vn+Xi196jZlOEa3o+XyYyOAXobEXQGeD5UubrF16FddYTg52+eCNH/KD736P927c4ORgH9fYhRiaUoqvffVrXHrxxcDJch7vVauP82SH13zYMssyup1O+LuNJUtj+r0+L770BWb5lPHkEOtLhuMaKWLyYsze0QHd3hIbGxtsbGwspvO1/ijmT0/yn794gePhkJ39XS5u9EEIlgc9lgd99o4KirJule09xydHeCBNs7Au7OmOUCsRLERgEJ89e4FXXnwR6QRvvfUWDx48II5jjKkpp1Nmw1Me3b3LxddeZ6rSZ86K8A45dygevPAt5hsLzE8Pdnn/Q5h743A2eGkpJd/61rc4d+0azpjAF/NBTljKMGbinGtT/Wah8yRlKFxnWZcsS7ly5RqnpycUxRhjc2Z54PzkxZBs/4SNzXOcP3++XUahfi7ML1w6zyif8eYHt/jy82egMawOElYGGdPZmNFoSppkZFFINYXSYXg7yoiieDFIPp1OF8bQWsv2xgZffOULZFpz48YN7t9vMW9KytmE2fCUh3fvcOnLrzPT6dPz2QjvgmMITebwsbvBcqc958Zyur/L+z8JmL9/4wbH+wd4Y/FPif59/Rvf4ML154PBmmNun8VcCMFkMsFaR7/fI4kTTGOQSVBHuHjhEkdHB+T5GOdLiqqhqDxFOaJ3ssWFi1dIkuQZxYrPZJTqOuy3t96RpClCyhDTEcZOTodDtra3SbOU/cNDutoyHI1YWhpw7twFTkYfMDw9ZP8oIequML35Pr1OLxQeS7D+Cdt13uKdGyUhBM5bjK9pfI1rPJUpMU2J2Kl47sJZ7vz4TdbXz6IuPheY54ScXHto8oLpdIqzgTQooxSdJC0rXDO4eJ5vnl/nV37rr1GNx9z94H2+/50/5caPb3D//n2+/e1vs7y8TJ5XlFW9EOCvm4raFIsi/cHBAXVd0+l06HQ6aB0Fsa9qwmw6Jcs6bG5uM5keUVYTlKnI0h4qillbW2F5ZXPhrctUU1UR0pefivnGxjadbod33n2Xnr5O5Hr0u4oL57c5PDmhIqZpPJub623kGdZUPS1DAi0vTwRC5Hw8JS8L3n/nHe7dvxdGKUxJUxXgSq5cPMudN95kY+Ms8aUM2rsgAJyiLCqmk6cwjxN0Ei8w738M5t/7gz/lxo/f5OHDh/zyL/8yKysr5HkYSZhj3piaqskXCzNv3bqFap1Up9tu+vUwHk/JZzndbp9+f0Cej8nzHKXUorDdb7f/zmkoZempKv0zMd/cXCfOUt7+4AO2VjRLqqDf9Vw8v8HO3iGzqeFg/5Srly60+/MKZFMTp0Hq5cnfN7/kQcm4bhqKsuDN99/j/v37AFSmpq5y2Cm5evEcd378Jhvr54gu9p8xSt57yqJcnHOkQMUpUdye8/gpzH/z4zH/pV/6pTCnV9QUn4C5tZaiKHi08xhrLZ1Op40GJbNpQZEXeB94bdY6yjpfNFaiKKLbfeI4/tzdtzhWeBvGQZwzGNGEQlmrf3NwesT17Yusra/SlGNEFLE/PGVlMODaxW0+ePd9RqXn4d4py6sSY47pZJ2WnRqRpl18HIdFAAiCfIDHe4u1NV4oknSJOHUEYoVD1l1qa8jzijTKeedPvsPra5tUnSVqFRM5i0IgOwOSTn9+9ZCEaXOLxwnXvtwIKzzx0govf+0bvPrVr2Crgkf3H7D7eIe7t29x8OgxVVEuJH51DMZ4vDWYumY2mXA8GrK2dRYrJV5ooriDbTyVa8hURHepj1Aa2aRgJcJLpuMhZX6L6WTKhcuX0Ymmdg1xotAiajfzfjzmz29fYmNrjURb1rfPkE+H9GPLtYtneeedO+Qupiwc169sYqoSISRRlKF1RhJl7VC0W3SCLIEQ+ujxIx7t7KLjDunyejst7hF10MLKi4Ysznn7T77DV9c2qLMljIqIXRg9STp9kqy/YCFLYT+CuSDC4UgGA17++ld59WtfxpYVjx48YOfBI+7du8v44SPqMmAulEBLGeptdYEQmum4YFaWREkXZALECBEjEk1Zl3TTmKSTIaTGGYW3AhLNZJzTNDukaQc36NEYSdU44mTwiZh7bwPmZy6yvr5MJ9WcO3+RyfEjMl1w+dw53vjpHWZlyb0793n5ucu4xlCWNUJprBiTkGKMYzKeMZvlYa6vLQUcHB5ycHSMjlPS5fVwzqWHKvsQ5n/AV1Y3MJ1lGqWJWy33tD3nohXMUZ94zh3xUsD8la99GVuWPL7/kJ1Hj7h/9y6TBx+DuVXYxtLpdjnYO+Dk+BTjQagIUEivSHodqqpAJRFCqTAcXius9eAUs0mOkCdsbJyFdnbW/nkY3VJCrDNmhQkaNdj21/Y0pqZuKtI05uKF87xz48cY22Hv+ITN1SU2VvtcvXKRt9+fMc1LOt0QbUQ6CnWNSAI1TR2YzEpplI9b42NA2OCxUAvv4H3IvfOiYu/wmLXlHuOjfW698T2uf+s3sDKkbx6Pe5r/4T3C2xARBJMY2LOtLkuQx3A0ooHUcPb6WS4/f4Fv/epXqU6PuHf7Lrdu3WZ394DpZEYEmNJzOD7laHcP2sFZoSVZL6JupqTJMtPTCZPZkOPTE4TUSBKcC0LxWgsEmnw2Zm/vMSumpuomOLdKp9ehqCafiHkcay5dvMCt929Q1QbrQ9Nhc3WJr3/1K3z/R28wm85I4oStzY2QXiYDVNTD0dY26lBsNTbItjjn8MKCkEQikOQgLE9ECvKmYv/wmPUW85tvfJ/r3/oNGjRGqGD052PtAfQ2NfwQ5oIgS4PHYjGixqeGs9fOcvn6Bb5tv/4xmBdETmAKwXg0Y3J0iosUcdalsRW9pQzjG5IopSkMj3ePGI1GSKWIdIJzFq0jtIpBCobDY4SEpNOjk2qcW/54zH3YdNyYmiSOuXThPHduvkNZVsgoI4litjY2+J3f/i1+/w/+kMl0ijE1SRJx9uIFsl4PnSisDUsS6qphNgtbkBtj2rJAWAARJXPMw4wbMvoI5rd/8r0W8wQj5BPMaZt3PhjRTzzneBwWRA2pXZzzj8c8J0bSzCABTvePmA0LoqxPYyTd/ipKpdTWIJRkf+eAsiqJ4jg4bNMQaY2OJALP0eFB0JFSQbbmMxsl62w711KHrZ4IlAOsJ0JS5yU0DWe3Nrnx44bpNMcZjfeCTidhbW0QZDLb/WNChLXF8xEG5yCOI7Isa3kyGgh7rRAiCFcxV+VzYRShMQgLh6enVPU5tDA8eOtHbJ29SO/yy1QyxopnW9qhxx+m06UwIBogzMvRvipwSAxgaayhqmoUgm4n4pVXn+cLL16lmM54/Ogxb735Frdu3ufuOyNUVdLrbRHVCaf7I7Y2QUYRURxx7vw5mqagMSWHB7tYFWFsRVnO6PUGIZXSirLMmUzHRFF/Ueys6o/HvMlLsIazm+vc+PGMd999n6VeytKZFbJOwtlzW7gfBoa2tY7BYIAQkk42AJVS14ayDFIaZeHRWrRGqe2A/QzM6/ocStrPhLloIzKExXlD2JvnEB+D+atffOEJ5g8fc+PNt7n1QcnOnZtEtkSoHl2RkA9z6tKR9jtordk+s00+yTg82KXMZzitqeqSsprS6/bRkaZpamazKU4IYpUtumIfwdy153xWgDWc2Vznxo/H/OAHP6Tfibmy3iOKJf2lTpBiQWO8QSoPNGSpxOI5HY+Zzea1pKCf/iSF8Z+MuYOj02HA/DOf86DoigiKpWCCKpf4GZg/2uGtN9/mpi/Z2TlktL9DbGMymWJLx3RSsr20hfOOTqfD1tYWO48fYE2YczW2oKymdFQP7x3j8RCArNcP0c5nNUppkuLqmm63F2oEBM7LdBYu5yDrsPvwAVcunOd3fuu3uHv3Djfff4eTkxM6vRVWVvtIJTB16DqkadruWzfkedGOVySURYFzIGQCOIS0CGHxQtLthwWJVVnhPUgHCsvhcZjEXutluCLnzT/6A35pdRs1WMeoIEK3eFdtlwhhETQIXyAwyHbMwnuD9w5hDdo5Uk/QbrIOkwdCp1aCSMHVy2d58eI5ytLwO3/1r/Cdf/un/OgntzmdOXKjyU9KVjbP4Sw0hCL9vCgeRTFV4yiKKXGUIZIY76vABJ6OydJQJ/HO0/s4zB8/pp912HtwnysXL/A3f+u3uXf/DjfeeofN9AsknQE6csRxTF0GzJeWl5hOpozHYyxj8rxiNisBzWxaIFQwSkoHTalPw3z/6JjT4ZjNpS6myPnpH/1bfuUXwdxbpAt/n/A1jrDMVHv/DObNtKAyDbGSC8xfuLhNkTfcufOYP/yDP+P733+LWSWYupR6UtHvZ3jvQgToLHXbHdVahzXVRRXSVqFxeGZ5UMBItA+DuT8D893798I5/83f4vadW/zkJzdYef0l4s4AOy1QWlJWBusDP2h/d4/jw0Mq75kVJUeHQ2bTkskkp26aUK1QBKMhBN2+fQpzgXIeJdxfDOa+dTy+xvuwzFS7n4X5GV44v0357xnu3dvlpecu8L0/e4PTcYOJJGY2xTcOnaigzS3C+IyzLuwnrA15WaJ0BDLGC8ksnyAihdJ/jm0mUmuqokQoxf7ePgenBeWkoqkbPJ5umlFOp9RlGYTBEERxSp4XrG5ssbLS58yZLe7cvYdpGkgS4ijsxoqTZEEYS5IY7wXWhlVCSkuEVKAkSoe5L5l1cBaoG6RUXHvuOZZW1mhmE5QUzI4Omew8YNDp4kUKIrQd5+uaJPNuhQFXgasQJkRIrg3RZW2wZRCGN0WYEdIywknPrJwhlcebBj0LK5HiKOF/8dt/id/697/FrXs7/NEPb/PO3VOEWYMoRgpBr9clTROUlHgRhl2dC6ugoyil280QOgrGwTuUjmhMFTDf/RDm3tNJM8rZLGCuNQJFmnYpq5qV1ZhuJ+Hycxd5/533WVtbp9MJNbtIZzTOMp3lODeiqR2dLKOxQTI40iKoikmJ1mG+8cOYv3D1KusbWzTTETIRzI6OGO88/JmYSwzeVQhbI034PRtbYkyFrBtsZZ7BXEmNFZ6TKkcojzc1alZwejIkSVN+97d/jb/117/F7Xu7/H+++y7vPjhG+3WsD2qSWZoEMqgMwm1gcc5QFiU6zsBbhAii/01TtSnFz4+5Uppeb4mqNqyuZ8STmsuXL/HBuzdxPoghKmlZXVnmZDZhVlRh3Zh17TqukEwpFSInoT+KuWgMUjquX36O1bV1mmKKFJ+AuWgN0sdgjqsRLebelDSmQv0cmGMaxLRkeDokTTN+97d+nb/1V3+Fu/f3+f0/e5cbd06RpoY4nPM0iVHturSwHtbibENVlkiV4NplmTJXSBXxac+nGqWKJaooQacpxiuaaYW1gijNaJqGST5jPMkpq5qyLClmBcIrhtOay1qx3E84f26L+/cfoL3CVYYkjkikJEtTet1VimlDR6c4W9NNOwgVZB0a1+CUoMbT1BVxEiOkQzjHmc0NXrz+PJGWjPOcfmFRtuK9f/tveHl6gu8PiHpLYetCnqOURPucKp8SCcH0dMhsNg7M2lrTVJZpndPvJeCCWFszq5kej+lt9JBaMp1O6HQCvyXRgbt0fHzM3sEJwldYY7l2aYOrz79Ed3mLpJ8wd1zffv0C+eyXqIqKoiyIo5g0y5C+CdtDowRrLEkSo7KMuqpQSYJBfhTz2ZTJrKAsa6qypMhzBJpxrdiMEgbZjOevnOWtN28gVAepOygKkFBPC2wN5aQmTWK0NqxlvWcx15JGeIypW/WDJ5i/cPUaQkuK6YR+YdG24v0/+H1emp7gen3i/hPMtZIon1PnU/QC80mIEBpF/SmY9zd6iA9hHusY5yTD4ZC9vSGSmtpanr92jmsvr9Nd3iLuRS3mgm9/9QKmsVRFSVGWwRlmGUIYVKyIdGjTJ1GE6nR+IczLvMBaHzDXESsdxcXza/zwBz/k4HRMr59RWAuzGZNJTjExzIYNWRqjpGWlO0DoFnPb4KKPw9y25/w6Sksm7TnXtuL97zzBPF1aoa5rZrPZp2IuG/Wp5/zjMU9wDobDE3b3jpEEAbjr1ze49urLZIMNkl7Ubh0y/NLrFwBJXVWhvqQD5p66vb8S73zb2PqMRmlmBDLpopKU2WxCUxuqol7IXyiluHLteba2zmCt5cc//jH/4l/8C5ARxjp63Q7nz27T7WSBgOgsyBjrHVI4vCv49rde5+qVS3SyiE6iQEhkpFE64vtvvMkP3niLSAm6Wbi4Dk9RTPnTP/tTfFPz3Pnz9JYH4D3DkxPGp6fcfutNNrfPtLymMOPTiSCWksl0SjUrqIsppA5sF+87CN9FRRtESUIkLcPmMYOlIFqllaLf6wdOlfUkg5S6DqoG5awkiWPitM/Vq0t89Vd+jcZD41qp3LkmtvNBvK3tvDRNkCepirIdlA1t+ZPDApIOKk2YTSc0dUNVNAvMpVRcvfoCm1vbC8z/x3/1r/Ay1Oi6nQ6b62thm8nRMXGiuf/gPp1OgqkLimnF17/+Ja5dufyJmH//x2+hhP8I5n/yp3+CqyuunD9Pb3W5xfyY6fCUO+++xdrG5ocw9yRKMZnMqGb5XwDmFY2xYVtykhAlHa5cWeb1X/k1LE8wDzNd5z8Wc20tTWuknA96UEfH5WfEXOMcZGnK5toqy0t99vb22GSde/dusbwywJuK8XDKV19/hatXLtPrxAFz+efA/Dhgfve9t1lb3yRO4gXh9y8e84bGBMG9LE3QccaVq0sLzI3NMdZgmgYhLgcFBPOhc24MpizbtVKmXT//GY3Sg8fHxHHExuYaDx/solXQesYLoijlueeu8fwXvkxtwrTxL//6X+bgZMS9m29RljWDfpfV5QGbm+vsHhxQe4vylnyWU9c53/za63z5S1d4+cUXiCONt4FRbBw0xnLyr3+fbhrYsM5UCOeRwtKYAhqLKRsO9g+4OOi1YFiaumZyeszFM5u4akYkJd40jJuGbtahxjPMpyityE3EF7/yqwxnmvHUcv/RHr1OxAvXNnn8+CGRMLjGUZuGrFU6CD97Q5IkFK12cZ7XDFYiYjzvv/tTnPQIH/R75pP5ou06BYG8UMwUQtKNMoxtqJuCum54sDNGKc3GxioPHz4OmAeh7ID5lau8+IXXqIzFNAHzw5MxD+++S15WdLOYSAlefOE6e3t7rK4t8/jxY/J8Qiws3/ja63zly9d46YXniaMorHN+CvPjpzD3n4D54eERl5YHC9mLqqoYHh1wbnPtEzC3DPMpUitKE/PqV36V4VQznlkePN6nk2levPrxmFtrPxbz2axisLJK3Hd88O4bOAlShGl93a7W/jjMnZCoKKEyNcbWfy7MH917l6Kq6CQJkcp54fnr7Ozu0l/qsre3x+3bH5Aox9e+8hpfee0aL7/0ArH+6DmfY66kxJsa6cNq7I/DHMK0fVlVnB4ecGZjBV/WPwPziFe/8quMZlHA/NHeZ8Z8aXWVuO/5oD3nUsQLrTOYjya5ZzD3CHScBcxNhS3NZzdKO4+OiWPFlQvPsTFYw4uG2tdoGdPpDDh//hJeRDihsAhQEd/41q/y1k9/yMlwyFI/Y3nQ4+LF8+weH5HXJSLWaK2IVcy1y5d4dP8mD++8y5mts4H/g2IyLXn//dvce/SQhrlusQpyFd4iPLja4SpLPZ3xyvkzCwo7AtJORmnCbFNjGpAC2zjKuiKNg2RH01gap3mwc8SP391lee08D3dOuHhxi1JGdJaXqY+DIPqcjdvv9xFCMDwdsby8jNY6FLBTTV7lrEdnGXTXkTqiMe6Z/WlCSryAqqoXHbayKilmE0bjE5JUkeczdh+H2sFz5y+yMVjFY6i9WWB+4fxl3BxzETD/+rd/lbdu/IiT0yHL/bNESjDo9fjpjXfRkVgQ4JRWAfN7H3D/1tuc2T6H/XNiDmF1dZymn4J5jFQK01jqpzBfWTvPg51jLl7Y/kTMB4MBUzn9BMxnrEdnGHQ3kDrCWL/APChtfhTzvCrJ8zHj8QlJqj8z5t/49q/yzttvcHwyZOliwLzfzfjpjXdRigXRsyMjrj93mcftOd/eOvuJmINoU6HAyftkzNtpiySmasdufh7M33hvj+XV/297b9ZjWZae5z1r2NMZYo6MnGrIzBq6mpLZZIvdFOwmDMiQAV1aBnQv/RADhn+GwTsKMEwLMGxJNiWYpCnAIlt2l0h2VeU8R2ZEZMSJOMMe1+CLb58TkVljV0sCL3JfdGd3VsXwnLW/tdY3vK+s83fe+eZ1rrX+SuaLesF2cuV8nQdZ295LIFrO+F1k3r7BvG2r7x+UbDqgqRvm85IsSbBpilcpaVZQVp7h2oZ4qimRYoghcmnvGtfe+4Anzx7wwY13sFZx6dIONrE0rSa4gE4zRkXB9voaw4GlqSu6tqFuSxZlxe07D9l/eUgXIWoRTY/BQwQXHd4FgvME55ktag5PJrxz/Rpd19DWtSzkuiRLMzEZiJFCG3xVg0lYsymT2SmDJGNvfcgn7+0wGBVsjd5BW01XzVkfr/P4yT1CiAwGBWVT0mnPcDCmrlqqqqbIC1xf3m7qmsnJGVuXPkTbHJJOlANj35PjReXPB4Xz0HUe7xytCpBazqoFbdthkoJ60bCY12RpgrUZXvnXmMeV8LwEvL29K1x79yZPnt3n5rvXsMawsbmOMoZ79x+RpYokCYyKMVtr6wxyqOsK1zOfL2ph/uIIRyCa15l3QZjHTrhP5xVHJxOuX7sq1wbn2NzcZNHny0SHqWde1igrzE9nZwySlL21IZ+8v8NgKMyV1XTVbMU8hkjxBvOm6qirRrqxv5J5gbrIPMjoStd2uKAkf9IFQtuhXCDVCfW8pGs6bFJQfQXzJC2o6nPmchKQF/TS3lWuvnODJ8/ucfM9Yb61vYWxKXfuPqTIDdbCqCjYWltjUCjqusR3DVVTM5uX3Ln7OnOxdDIYFanfZL6oOJxMeOfaNYJr8V3L5uYGZV2vZuu+nnnG3tqQH7y3w3BUsDW6Lszr+VcyNzqs1nldN+TZknlHUzdMTqZsXUrRdgSJDPYq3cv9xIhv/ZeYc4G5c+03hZ1vDkpmmNF4w1ldMhyAwjBME5S1vJrMMYkY1WkVsVrhowj9/+Tv/pf8wf94l8NXE3xsCdGTasOii3TRkVlLbRZ419LVjhAUVd1xcDLn9p27nM3meAxt7GRoMCisSlBRU/e9LkppPJ5WRX756BFX33sP5Vvu3/6c4daY4cYaLjiSXo40FAm1cyzqktQYzCDjZDLns1/8OUmec/jsNllWEILn7p0ZqRG5XdcGfAJZMuivOobU5pyennJ0cMLGxjpNVZMPE54/fc6f/PwBbWGwQdrXVK/JrBWYeH56ssaiLCSJCK7JkKJFZxmhSTmrG4YDg8IyTLPXmAc0RslYQQiRoDU/+d3f4w9+/684OpkRFNSuRCWGeurxnWNtHEVds+to4QLzkjt373NyOsOFBEeLj81rzJsIKAs64Ak984dce+9dVHDcu32b0eaI8fpYenCsleAwSGido6pKEm0wg5TTyYLPPu2ZP32deWYURid0bSB9g3liMyYTsTHaWF+jrRth/uw5f/zz+7hBgnasPAJFC1thib2/Wq8jpcEkBrsS7dfYrHiNuVaWIsmJWnNcX2TuUVrhgqz33/npz/iD3/9Ljo6FeeMbVJLQdgp8y2gUabsK1zW0KCKKedOxf1By5959zqZzfEzpaHGu/kbmDfDLh4+49t57BNfw6N4dhptrDMYjvGtRNvkG5vMV84NnX5Cl0j5x7+6MVPMa89QWEMR3MEsKjo9POFgcs7GxRtuU5MWQ/Wcv+eOf/wGuGKO98F3KDSkgUedD+5K4jzKobi1anZttfq+g1LQVaVqwWCxYG43QSpoCbZ4yXpPjsQgESxMiRJQKfHTrBlevXeOvb9/j+rVdjo6OV9PPIHfiSdXyF3/9S1KriRhO5jVH05a67fAxJ0RwXpopjTJYLcOjxkaM6vVoTGRtuM7Tw30WXYPxgbXBOtvr25hUbJMTLVZOofXsbG5TzuZUswVJotkYBCJzVFmi6xarFjSxI9Ve9IZsgu/6KfK+x2o0GjGZTET2tNdcHo6GpLnh6s2b/Lf/5B+QbI7QWlxXRH9a9HnwS0YarRVV5XFedKh9CDRNxb/83/5n0tSyWJSsjUYYZb/EPL7REKuAD299wJWr7/DXX9zl2rVdDo72iaoiqhaIOB+ZlBV//te/JNGRoBSTeSXMG4+PKT5ofNCg7GvMrVVoJbLC+TBnfTjm+dFz5l2DDp5RPmJ7Y5MkMXjvsdrgvCe0nu2NbarZnHK2ILHfzLxznmATYs88yzLquu6Zn/aibHIqGA6HpEXP/B//A5KtMVoZImrFnBhEKbBXi4gxUjciSbJUQaibin/xv/5PrzHX2mIzcUMer8n1hHBuZ760QDpnfodr1y7x8uAZPs5BiZlACJFJVfMXf/0FqVkybzg89VRNSyDFR5FloZez/Trma8MxTw9fMG8abITRYMz2xhbKiLN08h2YUy7QVYeNC1rlSI3IqLzJvGkaBoOBtL2kCW13zjzJCq7eusE//Cd/j2Rjpxd+WyrFxl6ZMfSHFYUP4i4dopaO828MR98hKBkdid4zm864sreOMQnKWC5dvsq7H2yBtn2ckfZ2+v4Eg+fHP/ld/vCf/T5VW3J8fIxSiizL6FwnPToDy5/+xb8j1YbOaS5du8Fo5zqFlUargJII3A9BEwPBOZSvUaFjVORsrY04Oz3h6OSARy9ecmN3h8nxKTEE0jwhhEhdi2Ss71psryNUlQuyLCcf5cwWJSporFfQKXQu/VZFMaCsKtKkEHH1rmM8HhNjZHt7eyVGl+c5bd0wX8xpDw64sViwub0GSq6zvj+GnwdlSXq7tqMLjhA9Hi+7nJVO24hmPpthrm5itMwUvca81whenghiCCRK8ePf+V3+8H/5pyyaOceTIyIy8uDrjqbyOAV/8m9/TqIVnYdL195nbfcKhc2IWAKmZx7fYF6hgmNcZGyujTg7O+HV5DmPX+7z/t4epycTVHTkWUaMgaqqMUbjmlaStzFSlaX0pw1zpmWJ7plrb1CZqC8smefpQKo+PXOAnZ3t1eT6a8xfvuTmYsHG9hpKJ70nmRfufmnHLT08rhMN+BBFI4sY8doRv4q5NuxdvcZ7H21Cn5o41/mSgJZqzW/9+Cf84T/7pyyaBa9ODoiqFsOIuqOuHJ1K+NN/+/9iNXQe9q7fYLxzncIkRGUI0J+kv5r5qMjYHA85O5twePySp4eHvLezzdHhK7quIc9Swjcwz/KcbMk8aqz7OubDlaXVaDT6auZNKQoNL19yo1ywubm7MrlcyvtIbknWOTHSuSAuPEtZFkXv9vw9g5JNpUu1qjuMSUiSnDRLGI3X0Ekm4ub9hx4jlNWc41cHVNMzfIhkwzUOj/dZVFV/PREBLGsBZTg5OUVHResM21cS8iTDBxn60PTHPBlBl7K6cixPZMaATaBqF3RGc+fhA25duUJoal4dHGGMIk0zmqYmhEg6KjibiYxHURTSbdpZ7GCDgCLRlqbuMK1hYzxgsZhRZGM6Jx9UmqYrYbC6rld+8GVZQohEJYugrRuatsUg0+HeidFfCKt5+n6cwOFj6DcWEbPrWtFAboJjvqghKowR547XmZ/L1dZ1zdnpKdNXr+hcJB2MOZq8YFHO+0qIwuhcNpioOZmcYlB0TnHpakqW2P7n8GIFhOnLVm8y92gTsEmgbmfUeO48fMD7ly8Tguf44Air1Wqn9SGQDgeczabnzKsa3VnscEOcZnVC23SYxjAqMspFRZ6JycTSWXjJfPnCfIl5XdHUDU3TkmiDDxHfV4PPXxB5uk6kdvvNnBj5Dszz15gvk+iLxYLJwUuch2ywxtHkJYtq1hsERIzOMDolRsvkdIpB0XSR3SspmTW9qCGr9fBtzMtmSqPg9sMHvL+3R2gcxwdHGM2vxjz7eubOuW9mHsWgs6pq2rqmaVusVuLy485NB/pjBADOeXw8Zy5x13//oDTwNWdt6A0KA2lRkK1tko128WGp4elRKlBVC548fsxnn/2Sw4N95qUIjPlopBks1iRJpO4UTTAkzqB1jneOYlAwHhcyla3lyKpUlMDkIyF0Ms8TXZ9U0/2QrfiE+RB4cfiKeVWzPUiJwXI6m+OVQ1lD29TS/p4N5fSjEtIkI7qc3/rpf8VR2bIoa5G/mJ2wc3mb6uAZ1asDQr/b1lUteSGjaDqpHtRVg9KaBENUDhcaMUisOro+3+OdJ/Sqmr0liEhZeCdf+8IO7LuWPNSc1jUmldFiOyzI1rZeY74cuuy6mpcHz/ji8895/PAJJ2eTXs9Jo2OGdQ2JjjQaahQJHmM1rvMkWcZolPfC+r1cDFE0kTpFxKHo0LEDZfpxJckZuK7FhciLoxPKxrNVDIjeM52XOB3QJqFx0mCoswFVXZFo8fqL3vLbP/2vOSwXLOaicDhfvOLS3hb14XPq40OCkxe2rmuMVhI0ehPNqqz7HIZMwTvf4X2Frxydlg3I96YCrzMPq83hTeZFbDhtahG5+xrmoXfZ8b5lNj/j4aMH3P7il7w8PMIYjfcWy5DET3Em0nhPjSZFnI4750jzlNEoI2q1nKDtVcAi2omvm4qu16XqmUcDJLhOqpz7B0eUrWOryAjeMp0tcCqgtKVx8vu/xtymBG/4rZ/+fY7K8pz5/BWXLm9SH+5TvTrA+y8zb5tWtMNWzD0BZJ13HaHqqI1aae9LC8Dy1iT7Qde1Um28sJH+Wr5v2rW0zmOVpqlqNi+lFKMNknRAaJpeDE1evun0jNu373Dnzl1m8zPqusR58WM3RpNlhrKp6XwEbbER0ixn3s2pm5oY5eTwmmhx1KgQe9lQGQ1Aa0yfNARF23TEIPKlDx4/Z/zx+/I31tJ6j4pRhoprmX1KlUZ7j0k0C2056eDZacv+/itiVBxPDhisb1IuSnxTYYN8XxlTWED04CQvprwIvzsfINXUTYt3IsreqVZ27V6X582dtus6fCc6yecvSI3xHU1bk2hL29Rs5tmXmGujCcHTuZbnz59x5+5tXrw4vMBcoVVCnqRUVUkXOjAJJiqyPKVzJU1bEvG43oJdntgH+6XqpPzuSg0wSvX5mZy2ll2v6Tz3Hz1m9NENkc7QltZHlJbp9a4R5k4ZtBcz00pnTDrD4+OSly9O0Srj6Pglg/UNyrIitjXadygiBE9dLQjR00RQPuD6RKly0oRXN22vphhodIsPy6vyd2Te1qhWhqQTlX4tc9Mzb7uG/f1n/Pu//AWPnzwSSeeuResErVJym1KxEOY6wUZFlmd0c0fb1aB6H7uLyd7YHyOCl1YAAkYbdB+yVNS0tSP2zO89fMSPPn5fXnJjaYNoLkSlaatGROJ65soqWp1x2trXmB8ev2CwsUlVVvi2xgT3JeZ1kPSNV5JKUS72M36NCPN1nsY3q6vbRebLP1d1RXBiy7Rk/m3PN/u+ZRla1ZydnTGfzwghiKpen8u46DiRptK2X/USmkv3EhHW0SiTkOeK6XyKsY62iX1PhvwySzW65eIByEyCunAUFNVH+uqbWBp751EkhAh3Hz7jk49uEboKmyRixRwAlUJw+K4hs5pEK1R0ZAPY2RlSOkfONoqE3/jgOj/58Uf8yb+4zaKdkaoUayzapvjgqJoGFLJL4wguoNSAEDXRZjQ+0vlAG8Vk8eILskoIhiDSrm332ocVupY8SdG2YjIV5rv+K5j30rGSdFW9dU5N1zX99H2UERqbkOUps7KEGGgiJNZI17OLq++9soYGMpOiogLliDhidGjVyXC/Vjhf0XYLSfaqyN1HD/jk4/eJXYtJdB+II9pY8K8zJ3qSXLOzPWbanjI0G+BzPrl5iZ/8zsf8yT+/w7ybkQSpRiqT4ILD1410vCsFocXHiNIZtdcEm9O4SBci7aqDPn6JufTOfDXzQZ5jkuYbmS+/bgiB+XzO0dER8/ms19v2y5COsobBcMB0cQQx0Dah1wKXd0V9BfNUJyRoIjLFH6Pvk/Z9lTk4Oi+yH7Fz3H34kI8/fBflO2Hufa8EYCA4XFuTJYbUaIiebGDZ3h4x7XIGeh0VCj65tcdP/85H/PH/fptFNyONCcbYC8zFZFMpJe9OiCid0gRDsJkw95HWyUZwMRAtWS2Z+86t8ly/dlBKkgQfFoQQOJtOWUqpLoNI20pSraoqDg4OODk5wQe/qlCsjm3KELUh4llfG1OVLXUjFQprLVeuSFOYA/I85+bNm3zxxRfS8KdAclaxD4CxlxyR+RmltYytaM2r6YRXszNGmSZFNLPrukVrg01SQvAYayFJ8ICJDT//N39E4yGNiq7pODo55ulnA3RXE6oWPRyDSWjaSmRjfSRaTZ4NaZTIrPqQoTJFOt6gNQmLEIjOrwaOV7tyH8CXPm/OdVhjV4s1hECepDgf6KKoeBq+zFwBVVXx+PFjHjx4wGKxAAJa0wcs36ttGjrfsr42ZFGKmH5Ty0J/993rpFmGV4oiz7l69aowDw6jkIBEhw9try8UQKegWlBVb5SoOJ6e8Wp6yiCxZDYjzVLKqsaYFJOkBO/RxqDTDB8cyi/4f/70n9PRkASNbxV3jw959vn/hXE1ftHAYEA0KWW9kN+7tzDPsxyMQoVIrVNabRlsbNHahIWXods3A9KSOZz7nFljVv9fCIHUJuLKG8M3Mi/LkiePn3Dnzh3m8/lrV5IQAtpalLf4umZ9bcx8PqdtPEqL8eX16+/0fVavMw/R91pWsgmE0OGCQUcICRirSdOEGBXKGI6nUyaLOWtFilEBa+zK+FErWecqSVBphvcdJpb8+Z/9S5pQUaiEpoocTQ559tkQ42q6RYMaDt9gLjpMeZahjJH8nUrwac5gfeM7M1/+b75jQPrWoKS15GyUNlSVeLcv9XqXOtVpknD//n1+8ekvePHihXidSxzpT6jSq6O0QSnYWB+zu53ShkhV1ezv7/dayZagpaS8v78v3+O1q1xcjQyc/3y6F4ILRB2IJnIwOWL87jXmZcWl9XWiSanrlrQY9IlcRT4aYpMMVayhhwWzxYyhiRAdG1c3UCpDd5aBKUgLS1akkm8xSJNevtP3XIhNj03B6RkxSYlmzLRpyEJEx3PxrRBjv1ueO9P2IUtkcPrfUysl7qnaUFX1VzI32nD/wQM+/fRTHjx4QFXXffA/Z6OUxoVIkiSMhgN2d7epO0dVt7x8cUCWFyRpQjSy0z7ff96Pw/TtHSpISV1FCMtlkpEkA7QuIC6ICroY2H91xA9uvs9iXnJpfZ2gLW3rSIuhTK0rRTocYhJDyHKS0SUW1YShtkTvWb86RqkM61Nyla2YhyDigjYtINsgSVK0EY3npNB0tGATVDJk2jakIaB6kivmvdHpMnicAzr/CIxSON+B1t/I/NGjR/zi0095/PgJdV1z8R1TSonSZf/nzY019i5t0zhNWTW8ePGCNEtFr3u5zp8v1/mypUaS20uBvWURS2tFkoo6a1SaLsLzwyPGt95hvijZ2b4EjaNrPcXaulS6fCAZDRlkCaoYoAfbzMsTCmUZrXs2r42JpFifUOjiOzG3OQQTiMaCHXw9c+8IPvQtMf413r92S0CuLduDgpPScnC2oCznxBZiL/lRVlMODhZ8+pf/ngcPHzIvF30SutdMUREbHLa1RN/i3IKyahkONqhDzeHkjE51nCwOueZuAgbXdlShJLEKoxwEf14/ccjxNASmZWRWltRRkxhD1BpH5P+7/Yi/uveQQZHxez/b5ZNPflOqIEZkPmOU5JvRlkE+wCYJG+s78j2U7qUgxN/daEPsm+xWi88kaF30QVbhVW+YGTaIDcTYkBiNNstSw7m5pdSrg+RsIuhEEVQAMWohIr5YO8WA49JyeLZg8SXmM6anFb/4xV/y4OFjZvOFHN+RwoGxBuMU1kaiL3GuYz6vGA4z2uA4Pp3hiJyWJ9SdlyoUHd632ARpyvS9IL3KwItetYuBszlM5w2dGpPokqjARcund57z2cN9BnnG7/3sMp/88Le/zLxtRSs7G5CkKVtxUxZpz1z1pxOjDRiDNqbXHFXoFXMRxYha44IGlRPbSGjlRK3sl5nHPlejlJJTd6LFW633E9TKYBPDTjHkuEy+lvnsrOYXn/4VDx89Zjqb4YKIBMopyOCcwWhHcJG2dYRQM4w5dah5NZnh0UxmpzSdImgIMVD7lsTkvYtPJzFIWXwQp5cQA/OyYVG9ZF6Hfp1HHBmf3n3CZ4+eMMgzfvazPX74wx+jdQpWHKRj381uraXIBxhj2Vjf7Ne5DGFzgbmyVrSVBKDkyN5g7qMm+kh0kdh8PXOiVBElPwk60ZID1suDxq8RlJSOZJlFN77vvNXUdUlkg8ViwWy64PHjJzx8+JDZbPalf/9cqF6qJ1mWslhUnE6es7G7zqgYsLu9wXQ2IThPjB1JahmkCTF2+M4TQm97rBQ+tES/oG0bzk5PVzvfcCg9FgBt54gh4ce//Xf48KMfMRrvSP5Q9WL2WhPTgE0z9HBEYpNVcl0HUOHc4lpsreWUZ4yY6IkLiPxu4oIqJn7LhbDsx9Ja9Z9VvHBdOzfbDCHguohWVpKoMdBWC+ZWkWUG02jyr2Q+48nTfR4+fMRsNltNuhOidCsjVwWtFE1TkWUpZVlzevqcta0BRZqxtbHGfHEqV0wVSFNx6o04fNv7nV1kHr6K+WjFvHMBYsKPf+ubmZs0wwxG2MSuunp1L0m9Yq61jC59DXNjhJfu5xy/jfnyKrHM5XSdvPw2SYgh0FQLpuY7MH/ygocPHzGdCvOlZZJSComjcspsmposS4T55Dnr2yOKLGV7c8x0diIuLUlHmiTYwUAq1B0En/cTAAoVO2KY07Ytp6dnX7nOO+dXzD/6DuvcGit291/HXBu0NqvubG00xqjVO6y1wVjZPX/lde7k9HXR++57ByXvW7SR8vzZacnZZM7G1hlNs8XDh4+5e/c+BwcHK2+o1ULTuu9oXfrWW6q6YnNznUuXLvPs6RE7W9tc+1u3uHfvNnU5I7Qd2ViayIJz+NDgupbol0fvKHflPme17Oxd5rWWSXeAH3zyEf/5z37Ke+9eQWuLMQnBt32yVPe9IAaUuLMGJ7IqEQgq4jvPvBSBL9/3YC2bvpQ2EK3sZCHgvKft5MoqSc9AmkqvR9u2/TFfFAzatj33j/Oe6DtZREqMFq2K/GAneY356ZeYP+Dg4Ji2FWVFKeQH8Q8DlBKJW22hqhdsbW1y6dIez54esru9ybWrt7h3/w5tNcO3ItmqYiQ6h/cNrnPSDf0fkPkyIEj2HUJspXoTxLzA0dt0l37FPFy4GxmTEIORF7jvfu+6lvgtzL33IlTv/XlRxnXEPqh0bYdRgR/s6G9lfnhwvPL6E+aglEFaNALGgrFQlgt2dja5tLfHsycH7Gyvc+3qLe7fv0Ndgm9L8iJFKSfr3HtZ50GS3qFbMnf/YZgrI6fVIFI7cq2KOCV8fOnkytXnbZfUrUkIwaxOm75f59/G/KvXuetPgUq+Roj8D//9f/f9gtJ0NsF7zXwx5zc++k3W1rZ5+fI5+aDgF7/4lIcPH+N8+yVzOQlOklRSStE0DeWi4tKlHa5fv05ihzx5fJ9Mj2jmJcMkI3Qd5XwOSmQ7vW9xrncS5TwS4/0K0hLY8pd3zpGmKbPplH/zZ3/G/x3/9DwZGcH7839PRk7t6kNSKILWiO/JeSl/ZUCgFNbKDJYik07X/u9MYoiR/nSl+9OXf21HWI4oLP+slJIyLrLwrDFgFPP5FO85Zz7e4sWLZwxGw3PmLkjC/sJjlk4wdCgNXdtQliV7e9tcv36FJCl48ug+uRnTLkqKJIXOUc1moIIktENL5zppcfiPwlyjMSvmoIhaQ+87t8r9XOj4VVqRZwMU2SqRqlC/EvNlbgiWGUolovbWkhj9KzA3vJnTlKDkUNrTthVVtcDYba5fu0pic54+vkNuBjSLGUViiK5hMZ9IBffCycK785L6fxTmIax+9NArjC57ur6KeZYWGJXLOM73YL6MA7LOJRYsmWv9a+gpdW3odWUck+mEz29/jotzJtMJDx895uj4GGuVeGXNppKgu5BAVIjRYZ4N2NzcYTTcYFiM2dnWTI5f8WJ/n6gcNk05OZ3grfTFOC+WTkSNUn2VTWliUBgTMNqKZZGW/hFtxTl1ra9oXN17hzwbYbTuj/qaqC1cHNbUBptkpOm5lbXqP8LVMVdp6dHorxBJksgHESUJ6XzX68hIgm/pdOu9Qxsnx1gvrQEymoAsbiOnhi5oAmCWw4zBEZ7+O7QCoudkOuGz21/gwpxZOefRoyccHZ9gjSHLMqnYLbOHEVBRfgNtKIohm5s7DAZjYb5lmLx6xf7+PlF50jTnZDIh2A6lwIcWHxxggHT5AQpzHfoS/UXm0pqwlmVcvSbMi2yw4m2MJihhvjK/1AZjE9IkxSYJxkhbrkzHq9Vp1Pc7vdYaYw1ZmsuQqFZ0rpNrxJvMnUMbL02pIfQ5mUj08pJqHUFpXBTXZWMuMH/yCzn7RM9kdsrnd273zBc8fPSEo+MJ1kiPl5opySGuHCCl50grTVEUbG1tMyiGDAYDdrZhcrzOixf7MpSeFRxPTvGJuPPKycUDCUotdavFKdeqr2Bu5LQjzK9xde8aeTrE9LLRRhuCToT5Re7WkCTijGy0ljWiLvj/aU14k3mSyfunFc516O/MHAgyj7cchHYxElDnzH+dMZPgM2ySsLk1ZtFO+OXdZ2ha9o+eU9UJXfD4TgZMkyyhaRb9B2X6Ay4oNKPxOh9+8AlbW5tolXB5b4/EZNy+e5tpdcba9g6D0RYhbkhwUEtRtIBSMiqwDBTBXzSzk6Nz50oSm3Dl6hVu3brF9vouic5XU+DQN/ZeeJQSFYDY331RiqC8JJ7pq2ERQpS8kVKcv1jKEFXoRx08RIX2CmVAW41OxHaa2J+8VG9RDYRoibGCaKRfDt835xlUCOBzEh3Z2lpn3p5xeG8fS8vByUvKKqELQUrrOpJkVnIMSkZIli7BCs14tMbHH/yQzc0NjEq5sjcmtQO+uPsF08UZa9u7DEdbONbeYC5D1VyY9A4hLt89YRNF0XHZznHz5k22N3ZITfpaUSC+kdQ0WmOUFjfcfsEGFQhLIbZlaZkl8/OCg0Z/C/MUHzuWP2hUiuiczJdFRaSCoAmht1CKvWqAD0SfYwlsbIyZ1hMO770goeNockRVGboQ8bFGdb2GUV0jwdsDGq0saBgN1/jogx+wubmBVZYre7tYk3Pn7h1m5ZyNncvkxQZe568xjwow56cLQMww32DedaJ6sVrnG9skupctWf5zfcV7+WitpfF19bW/G3OtNYZvW+dfxVzWYgBilM51F1y/rpa/z6+RU/rbv/0j8s1NzrqOz7+4x7/6P/6IQaFJTidcvfobLM0M67qiKAqatpSMe/8Lay0/xWI6Y3dzzM7OWt8vFLm0u4tSkS/ufwEhYo3BhYjWAWPseUuBfn1ORimzsnletgmkRc7O9jaXr11lbXODqCJBSYl3GZRUMDJdv2wzUAqva5SRaxuAjx4f/aq0uSzXriK71qACUbu+IiFe7DrKi2ONXeVjYhSrKbVsZyCI7zvSRNhP4EqCui8JG2X4+D/7Wwy2Njhzjl9+cZd/9X/+EaPCkJ6dcvnyD+X7fiNz+R3L6YydzTHb22skqTDf2dnmB+pjvrj7+Yq52GXLTizMPWj3ZeaBXkVQfj+bJezsbHP52mXWt9bl2q26voLZW/8E89puEFXAablehv4F8chs1LKPRV5Ug0L3lSIJkFE5olpmoL6OuSRSpcIpP2sgXGCONP7EKF8XhVGGT370Iwaba5y0LZ/dvse//qN/zTDTpKcTLl/+YV/KluHuoij6ZHPsN97+Sm5gPp+yu7n2GvNLuzsoFblz7zYET5oYmjeYoz1Ri8jbink/O3mReVqkPfMrrG2uE5XHKzkBKr1c53GVjhAmctpX/Wn8fJ1LdWz5z36JOVF+pr5nLRAw0X6JOW8yj7Kxh35GVb6Ak4ocZvVzftPzjUFp3ta05YJHz19weHjIdDqlKj02S7lxI5U8TBCxtSxP+qHVRtpl+tPByckrMgN5avvRBQ1GoT1c2t1FJ3Dn/kMIgWKYsndpjwcPHmCtxViLCm/asXTiq7XK6htGgzG7Ozusj8cYpdEEgm9EJCtKJ7AmQaSY5M6eJCkxpmiNXDsjfSWrP16G0F+DQOvYJw7FCdbaoTiByvEJFZZyKud5C+9a7NDgnFyPQuyo6hrXKkySE6MhsQldV8nuZDVNWdEEhSsXPNjfF+ZnU+qFx2Qp77zzm714WSB4943McyvMRXtVmJto2NvdxRi4e/8BxPi1zJd9J7LSHVrLAOyS+dpozN6lHTbX17BGo4LH+w7nlsFRo7xdrcvgAzYRxQNjrXT7R/AxSm5OKTm1GkOWRYyRTU26mxXWFkQUYfmCvck8QvANZpiKx70x+CBNur6TDUSRyBUntMQYsYkwr7ymXcx5/OIlr169Ynp6RmU9dp7x7rs/ks23v55kWdYzb/srp/zd8avzdf4a86DY293BGLh3/zEEx2A04NIF5lolsGK+/I/uK5gP2NvdYWNtjNWgoieGls4tr5AKFTIIUvyIsRfpN2BsH6RC71SsRPI3hIA2+gJzKQRpZTCmAK3xfYYg0f3gy0XmocGYTK54WtZ727U4J3kja3svR+f7k5JedbJ/r6D0xb27qCznZLagXNQoFPP5nCwUtG3LYDhgMZvKoGRVMRgOmM060VPph2qtNeztbjMsBmTpAB8tUVlibCFGNtc3ePeddzk6meLrOXfvTei6joEZQD8EefGJMZz/txKh/JvX3+XWzVsMh0OIYA3gZTRiWRVU+rzfqG1FK9hoqQLVjUz9By+OosvmM+dd36siH8BsPusrCB1ogwuQ5QO6TrNY1EwmE4y1GK1pZi8JviXLEy7tbqMMdE5xfHTG/sv71LXDBUvbiXlfURTkWcrf/7u/gxkUHM9LyoUErPl8TuoLmrZlOBxSzs++ljn0zC/tMCwKsnS4Yk6QWcDNDWH+6mRKW825c/dEpFtfYx5XMWn5GSxVNIsi58a1a9x6/waD4VBK7EYRnLzsWskZwthklZyWJG2LMdKz1PWi8sEvp+XFEaPrOpHu6Hf1xaIEIk3nZNdHfYm5JE8VzewFwXdkecbly5eJBHyIvDo648mzL2gqR+eNXD20IU3T15nPFszmUkWazxekPtA0LYPBkHJRnzMfDJjNlru/9DIZo7m8t/sVzBvAs7WxznvvXufoeEbzBvMYPFGdMwZEp/si8zznxrXr3LpxcyWJmxikfQD6dRtXJ6IQA13nIVRopSVQ9BI8513YUtDp2o7gXb85XGQufWwuyjr33jKblZydnfVtAop2/rJnnnN5b0/CqXMcHh7y7PkzMdgIYPs8mlTjE/7RP/xvvl9QevzwCduXr9DUnkXZMd7c5fjBKSazPN9/ypXr71Eu5oR+MSUuRekMFxoSLQOBO+N1NkfrDAcDlLJSTo2BJLVENEEnXL58laPjBbOzEuc81ipm02M2xgVpn81fJteCC7RNQ5ZlYmapPZOXd/lsus/62iYhgDQperpOks3OO07OTnn58iVN2zKbTmmaGpw/T+4ZQ91UtG3Tz4XJlcUZGYBVStG1fYObh6hzoh2xuXuV0WhMjPBi/wVgGI9G+Ol9lBKp0Pdv3OTWzY8YFGO2Ntf47Is50/mCtjaUdUua5xR5xcZoxP2Hj9m7do2mDSwWHWvruzw6OcVkCS8P9rl89TrlYkaIF5mnsmOpFBVhZ7zO+mjMsBi+xtwmGkgI2rB3+QpHJ3MWUzEHNUYxPXvF5trgAvPkS8yN6Zkf3OGz2T7j8ToxKIiiQLoswXddy/HZKQcHB1RVzXQ6p2tb1PKUYiXRXdUVbdPifUQh1R2v1KqL2HWiORWDJ5KizICNrT3GGzsonfBi/yXOBzbWN/Bn94GGqOD992/ywQcfUgxz1tcKjg4mVLWjqpwofqZDEluwMU649/AJl69dp2k85bxjfeMSjx/NsLnlxeFTLl+5TllOCEHWUxYC2li80xhlhfnaBuujMaN8JFeh2DNPE8AQdGTvyhUOe+Zd57FWMz2dsLFWkFvJ3S1bAPBvMDeek5e3qafPWF/bIITelltFurbt17nnbHHGwcEBp6dT5rOStmnQ/RVwWfmSWckW70ApcWQJKqCt6ZlLnsi7QMCi7YD1zT3WN7dBW/afv1gxd9PHQIvCc+P9G3z44UcU44y1tSH7P39J23jazkmPWpKTWMsoz74p7HxzUHrxYh+bFziVEmIkHxSgPSbxPH1xm/c/vI42MoBpjKWuW4piwGIhuizBe2nA6xxt58nzBLyXhjil++uPRatAlg3xSk4xZTXj+YuH/Bc/+THXdi8Bctz03nN2ckyoStby7NwsIEK3qDmpDsnzHG0U2ixflECeWkbDgsRqmtqJ2+1gQJEWGGP6CpzYOx8fH1MuKkSeWoESQfa2bemCw2qRWPWxo2oWTJ4+YpgP2FpfZ319jenZjMRqyVP1jXWHh0d4B1evXGW8sYUyOVWzYFiMcaGSXa3XpHn54gX5YETQcpzPByMi0oPy9PlDbty6ibYa111kPqQqPamVuTmjRA+8ta8zN0r3M2uyy6XZgGLJvJzy7MVDrv/0x1zf3ftOzNt5zaTsVsyNFcE5YiBLLevjIWenKVVZkRhDMRqTJeYN5g3Hxyc9c0mSNtH3YvSezoe+OqdBZzineb7/ivRkzsbGJuvra0wmU8mFaEn0G6s4OjrCh8iVq3sMhxs4n6B0RpYomtAQQoHrcoKDFy9fCmedAZrBcAxKTCefPn3IjZs3RYQ/yLWwrCqKIqcqm3PmJuBbR6M78tygwkXm/TVfRbKswBFRdDRNybP9R1z/6W9zfXfnO67zipOqfY156Ec9ssSwMV5nPp2zmJZkSUpmU4ose415VVWcHJ9QVS3Ba2LUtIi+eeccXdcXXjBoneE6y/Pnxxwdz9jYXGdzc5PTyZkULUxKDJ7EGk6OJ9xTD9i7todNBnSdQekcoyC4FFSGCopo8+8flKazCS9fPme8dYkkG5JlKUkyoCo7gmo4nUzIsgzXSTK666ThMM8LssQQomeQGoaDQhzjexU7Y4w0SSJ5ZxkmTMhzSZqZ1kCMJKnIn8oUtOwie5f22N3ZWU0iW2tpqpJyMcVaRZ7JHFWM0kqw7LxNkoy9vStYe4z30gi3aMQ6vHZt35mrSIsclVjRmtaG7axgsSg57c6kK1VLs6GPlp2dS7QknB4esX92RmJTtFbo2LI+GNC2HoUj+o66nHH37ue8PDplXjmaTmOVWNjUXSV9WV4zmzsOj/YZbeyS5iOyzJCmhqqe4gmczQ7J84SFa19jXmQZWZJiYmCQ5QyGOUT9nZlba1FAmqS/EvMkUeS5MA/h3GSwcw5jLDs7OxAV3p1IYPcNSZJcYG5IixydWLpOcidbaUFd15yencnIjjIEr+h8ZHd3B0/C0eERL54+XbVz4Co2x4mcgGMgeke1mHPnzoTDozMWVSCGhNFgncRouiAD4S5EZvOOw6MXjDd2SbMRaWpJUktZzfExcDZ7RZ6nLPrradu2xBAoipzMJJgYKLKc0SDvT3vxdeZ9JVNOpAl5oQlR4UOHUpo0+Yp1vvc9mHcdgcjm5gYxwMHBEWVZMa/L15lrTTocoLMM10n+KM1TYX56ClbWuY+aEGD30i4By+HhAS+fPVtpyvu2ZGsjpSoX/Zxhx2K64LPJfV4dnzKf11gTKfIRrYeua/Aq4L45Jn1zUKqqGa+OFdl4zKAoWBuvc+3Khzx49AXFKOfxo30+/PBjyoWInnnvOXp1xIcf3CDLUpSObK+PsVrT9XMxaSqJaxU7tIKgLDIZrUQyYdn0pTVN08iEtlKrBk1tNNaa1QdorCKoSI7BB8e0OiP1Q7JktMpLOO+JUfqlNtYDddUSAmJMoCLeteRZTlnX0h8FBO1xXYVrRSCuSBROKYKDtktx0dDUkbWdTcb5GovpGWU5p+0azmZT8jQny3Kiq0TES8HjZ/vMyoagUwIJZTklH+S0fo6JHqWhbmpOTo5IhyMGg4Lx+pBr1y7z4NEX5KOMB48+56Nbf5tyUQKSczg8POTmjeskNsEWke2tMcZEvOM7M5deHsk9/CrMQ/CcLSYMig2sOReFX1aNsixjbX2Num6ZzmbUXk5SwTnyLKeqa3yvWeW1p+4qnKvwzpMmHqMlH9U5g4+R+WLO+tYO1995l8W8ZjY/o2kb5uWcPBdFUo0kwfGex08fUbcepVMiWnJT1lG3HYnJUDajblJOJkdkwxFJUbC2PuTq1Svcf/Q5xTDj4aPbfPTBb1AuFqu85NGrI27deIc0zUgU7GwOMVr6urz3K+awZG7wviV4hY9+1Tip+1P4l5hrjTXfxnz9NeYhiJ6DtZbReExVNWKY6lo6emmcPKds6r4/ShF0oG5rurDAu440DZL36xzOSWvLfD5lfXOX6++8y3y+YD6f0rQNZVOSNwZjZK5QI9MYT56+pGllqLwNkkB3BOquI03BZr9GS0BZzvFK4X1HWc2p60iWQ+enFHrEi4P7fPDBTTlt1DUAZ6eSu/n4g1skVpOmGUZL59LFJ/iOpQhJ08iOEYI0YXVdB1GsjbIsW718cF40lZk6abgz2TrDdF3E3lpHYkBz3iFrjZEKB47xeA1jEg5fHXI8m6xkFRrX0TonfSM4nG9B+X4Ish+QVF3ffyFCXaGGtEnI7Drj9V1GG1s0TUnTVuRDRaJbQuNQ3uOaDmJCCG0/eNQR6QcjVU2gRemUsnQEpdgN1yjLOXXtyYsU5xuUNjx7/oAPbvxwxTyEwOHhAYmN/PDjH5CmSZ9/iyRWf2fmrvdsG49GvxLz4CEERar7pGuf2BYVBUAp1tc3SGxG8uoVr6bHcroLisZ1NF3XfwOPcw1RBRkM1l7GUUInCdhocc5T1xV5U5PmBYO1LYq1deqmpGkW5MMFKiiMd3Ka7VxfIWrRVsrbqAJjUkJoCUoGR8tyTkRz6Yowb2pPnmd416FNxvP9x3xw8wcr5t57Dg4OGBQJH938QHwMe+a6f6WW7HzoVq0zTdOhtSW0dT/7KFKzo+/L3IAKF5lLA7APgeHAYK9cwaYpR6cn/QlSXVjn0ibR+Q5lImkS8cpD7Ai+RWMgivNuVVUUo4Y0zxmMtxiub/brvMQmpbj0eBme9500PkfcqtfQmCFaW+p2JgoC4fXi1ZuP+q4aJ2+ft8/b5+3zn+L59k6mt8/b5+3z9vlP+LwNSm+ft8/b52/U8zYovX3ePm+fv1HP26D09nn7vH3+Rj1vg9Lb5+3z9vkb9bwNSm+ft8/b52/U8/8DTLz3r45Y0McAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tfm(hammering_instance).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "with this setup, we can use the `parent_label` as our labelleing function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Hammering'"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parent_label(hammering_instance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "splits = RandomSplitter()(instances_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use fastai`Datasets` class, we have to pass a `list` of transforms. The first list `[ImageTupleTfm(5)]` is how we grab the `x`'s and the second list `[parent_label, Categorize]]` is how we grab the `y`'s.' So, from each instance path, we grab the first 5 images to construct an `ImageTuple` and we grad the label of the action from the parent folder using `parent_label` and the we `Categorize` the labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = Datasets(instances_path, tfms=[[ImageTupleTfm(5)], [parent_label, Categorize]], splits=splits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13320"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dls = ds.dataloaders(bs=4, after_item=[Resize(128), ToTensor], \n",
    "                      after_batch=[IntToFloatTensor, Normalize.from_stats(*imagenet_stats)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "refactoring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_action_dataloaders(files, bs=8, image_size=64, seq_len=20, val_idxs=None, **kwargs):\n",
    "    \"Create a dataloader with `val_idxs` splits\"\n",
    "    splits = RandomSplitter()(files) if val_idxs is None else IndexSplitter(val_idxs)(files)\n",
    "    itfm = ImageTupleTfm(seq_len=seq_len)\n",
    "    ds = Datasets(files, tfms=[[itfm], [parent_label, Categorize]], splits=splits)\n",
    "    dls = ds.dataloaders(bs=bs, after_item=[Resize(image_size), ToTensor], \n",
    "                         after_batch=[IntToFloatTensor, Normalize.from_stats(*imagenet_stats)], drop_last=True, **kwargs)\n",
    "    return dls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAH4AAABDCAYAAABax7H7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAnuElEQVR4nO28Wa9l2ZHf91vDHs945xwrsyors+ZidxWHZrMpsSVDhiyoYcmw/GIBrcHvBgy/+RMYBvxkvRkW4DcDBhqQBGpokeyJbJKqJptFkTVm5Xzne8Z99rAmP+x9byar2cmhWqbIzADuveeevfdZseK/IlZErIgjQgg8pSeP5C+agaf0i6GnwD+h9BT4J5SeAv+E0lPgn1B6CvwTSk+B/ylICPElIcS9XzQff5X0Swu8EOKWEKIUQiyFEPtCiP9LCNH/RfP1y0K/tMB39HdDCH3gDeAzwP/yC+bnl4Z+2YEHIIRwH/gy8KoQIggh9Ok1IcTXhBD/tHv9u0KIPxZC/G9CiIkQ4iMhxN9+5N71znI86K7/3qPjCCH+JyHEgRBiVwjxj/5/mt5/EvqVAF4IcRn4r4DJT3H754B3gU3gfwX+TyGE6K7930AOvAJsA//7I8+dA0bAReCfAP+HEGLtr2QCvwgKIfxS/gC3gCUwBW4D/wx4CQiAfuS+rwH/tHv9u8AHj1zLu/vPAecBD6z9mLG+BJQf+9wD4Dd+0XL4eX/OTOIvKf3XIYTfP/1HCHH1p3hm7/RFCGHVKXsfWAdOQgh/mdU4DiHYR/5fdc/9UtKvhKl/hIrub/7Ie+d+ymfvAutCiPFfKUf/mdKvFPAhhEPgPvDfCyGUEOIfA9d+ymd3aR3EfyaEWBNCREKIv/afkN1fKP1KAd/R/wD8z8AxrZP29Z/h2X8IGOAd2j38f/yrZu4/FxJPCzGeTPpV1Pin9FPQU+CfUHoK/BNKT4F/Qukp8E8oPTZzt7m52fr8IRAAQZvfJASEEKepy+5vAOEA8EGdfYYABBJQ3cMehO8unibCJATJoxHGw/T5j5KU8uzao/eHR3gKHb/tgIGH3ItutNPPfnTd+4d/hW/vDZJHg56P83Q6vhACqWT3TPgL109fn3JFOOULEPIROQmEOB3TdfyF9rU4fVbx8UDsx8kqhMB0Ov3xQuQnAO+c6Vg9ZUC04H9sZCFEtyBEK+a/wFloF084nW4LEkEiHhFGAE7nEPCtMIRAiu79IHDe4QjdIurEJT4m5NNLj/LaMt7OKwSkEB1f3WIR4UyAIpwuLB7ySsu7OJOIQIh2bETAOtveEU55ekQxzvh6lJfTNx/eIwgd26KTlT+T7+l9gvDw+TPAfbtoOoQE4XQ9/aX0E3L1vhvqIfyPvbub9MdBEPhOwIAInQA5Y7WbEVJKwD+0IASElERKEGlNGmuKsqaoHUEICKIDJZxpPGefeCod2S5G/6P3+JbhM3CD+Is8CXmqgZ6HSHmEEERKkkSaNI7JYs3tw5MWHCEhPFQ0H3yH0ceVTzwyz9O3BCF4gu8WmggIecpVZ0VFQClFCAHvT61UQIpArDRxHJEnERe3x4/F6rHAn2qOFBKlFFIIgg9Ya/GhW2Xi7M6H/MtuiXzMdAvRLQQpH4UcAKUkWZZjTI1pmm5xCLRWZElCkiaM+inuZEpR2/ZZKdFKI0QLrHOuFaZ4dLk+On5nOh6xAmeLRcjuuYd8PeSpwTR1y1MQKCVJs4g8jRn0cpQShINTjQSEQEqBEIpAwHn/F0A+lcPDNx6RlTzlqf11avkEASkkvV4Pay11Xbfgh4CSijRNSDPNuJ/RG6WPg/YnAy+lRGsFIeBDQHba56wBF/DBtboZBNDu049OSJzusdLRYdJqVTeh05GUhH4SUQqPtwbvWilqqYiVRrrAYlawLOr2EyRoLUB4ggehQCuFDw5nTccPhEd56qzD6RWEby1QODWRj2pmQArIEo2WgeAMzrZMaaWJdYxwkuW8ZFEUHTDd50iBjFolEUKipcY7h7UN3rfbQQgPF+OpBWwtEiA768RDGZ0tRinoRTG1FHhrMN4hhCCOFHEkEd4zncy5f+/g5wde6witNdZamqY5E4qUkl4W88z2FgezGYtViTUO6370+dNV2jkASNU6ZoqPmSoBUgq0UiRxjGkaTGi3GSEEwXt8pxFKabIoQUeKuq6oyqpbXi2uaaRJswzjPM5avD1j5kyEQkLwZ6sQKVue4GF9ArRaq6VCRgKjG7xrzbxSEnzAd3uwlJrBMCVLIuI4Yr5cMV8scDaczUFHmjRNMI3BWH+m4Kd6LqSAjichRWfcHzrJraxEq4hK4mVEFLUL6tQP8c4hT7fUn0CPBb7Xy0FAPa8QIiBC6+QF74iQiGDJkhipNItlgatMKwgR0Ep1zAS8b/cqqWRrAoF22zx1XkDL9rMloZ2YfbhdWO9Q3faQpinnLlxAx5p3332nFV23J3lABsnOeJ2iaZgXS6xrWp66hSelJHjXuo6Cs/eUEK1Jdr7TRlCdAyjorImSpw451rV+hhCCKIo498wzbGwMcd7y7jvvE5xDBNXNKCBD4OLWFieTGZNFQRAeKU6VQUI4XUYCJQVCSWRnrZz1Z+BKKboF51FSoKTk1N/z3mM7B1vKh4vmZwZeKcGqXOG95XQHkzIg8IwGfRxQNzVaxyRxRN1YvA8oEYjjVqDGeKzxSAFKtr6PwBNEQEmB1hGR1igh8TgIHonnLMjxAescPgRECAQNe/u7lFVJVVXtNtL5IZLAoJdy5fx5bt67TxVFVLXBuXb8JFZIKXEuYE0rZiWh3QUCUoKKY0QQOOdQShK8JwSPCOEstgnW4UIgyIeb1d17d/noVoM1hqZp8F2UopVABs84j3n52St8r/mQeVHig0fK0PGkcNZgjGuVQLUASynwPoD3iMCZDK03EAIyeGQIBN8qmKG958dGVj8L8N47nLVncafWMO7lKG8Y5TFFU+Gcw4d2G2jN1Wms3f4opR6aVbpwVIBSCiVV62t5T5QmeO+p6xpnHd63muesxXRxtQSiXltjYa05m1ykBOu9jCgExoOYxWxKXdfteJ1WKiXb8aQgBImS8qGZ7SKKKNIED1pqtNaYuqGuKoL3Zzx51z5lRRd1ADrSSK3PHLhThyvSnq1Rnyg4xv2M6dE+jV214ZFrty2ldMujjjgN+GRnRaIobsdqGmzdAAFFoCkrvOv48QHnwLnWXxFncv4EwKdKsn1hk929PbRSrPUzNJ44zkljwXTZYJ1DhNBuT8IjZCBNY5IkbrUwxBjdsKqrNi71beihhUI4h3AQRZpEgUdS1jXeeMQjoZbv9uKAQFuJwnF+Y0Axm+O8Z22YIoMljVKyVJIkEhcqnPegHMJDnMZkaYwSEhESmqZh1awIwYKXoBSutsRCkKWCXpJTWMdiucA6jw/tvn6WFGqjSYSQOC/Q3qKCozfqYXKNrw3jYY4MkMY5SRyzsbnB/emENiSEOElI0xglJUpITB1RViuE9AjnMaYgjjTjXg+rNcWywNeu3ZK6SMF7cZZbCAS8pFOSxwffjwX+yrlNLuyM2MppnbzKMVsuAd96qMHj6Uzw2VMBpSRaa6QQCBfw3X5/FpuHQC/PybVic9RHCk9TN/ggWc0ktnZn+9ZZENSNIYNhe5DzwvWLTI+PEUiEtxxP54TgMcbg/QrnLCCIhULG0I81eaSxBLwNKPlQNJEQ9NOUUZqw3s8wTQ3CkwhFMetCsTajQpdHOv2XEAIRMIg1wzTl2auXKFZzgmuQHo4nS5yz1HXg6PCQpq4RtCZdSYHufAyCQChFkAIhA1GwpLEiSxP6mYIk5v5qzqoJXWRwytPD0K/lp8Xg0eLAnxn45y5uUM5PGEYK5xzGGGxtsUJgm5JyVZIoxUYvx3jPvm0obMDUDVpKtFR4YzHWIv2pwAJKSy6fP0cSGjIdyCJFpS0ySlmuBqzKE0JoFSzQJjK6+XB5Z8D1y1tgKvpa4p2nMQYaT+MczkHZTPDWsrO+yeXxOptpSqQFhTfcm0y5fzzDmNYDJsCo1+fqpYtoUzDKFU3TRRGjAdN5STVZ4U/3zm4hnv4PgVE/5c0XLpFpiXMVAYsDrPEI5zDWYFXMyXTGqijb7FHweGfxViKkxFuH8nA+yRgmgbVeD5FAYxsi7ej3B1jruH3/pHP+W2fWd7kH3y1I36mg/3GA/rTAu2IfHRwqjZguVyyqimVtcGgCFYO8zxdfe51RMUdEglvLGX/0/fexzuEag9LdEnSuM/GOQawYZjFhMcFrx8JWpOMRvTRC5Qnnz2+ydzjHNK3wAm3WGgAB/QS0K4iiCJEoFkXFsipZ1YbSSoIzNI1hezjgs9cuczHPYL6ksRWz0DANFRqHcaHLkAVW5ZLF5IAkVGgbMRj0cQLSQc7W1hpH0xLXZe98aLce/4hJktITU5DoFJXGhOBYLEtWdUlTV1R1gDiiKQts45FetBGS9ShrkVIyzDMu9gZckpI1USG1ZB4LliiMCGT9hGeuXGD3aIGxDS60wDsR2m0RcI9mnx7JHv7MwI+zjDjNmBcV+ydT5qZh6QM2eHRwvL51jXRZcnL7NlkW80wv5XIS81Htcc5hhQTn2owanp3BgC+cv0hSTClxZFvbzOslRVWyWNSk3nFhawdeeY4P7+yzfzLHOn+a9wUgiSRZIkmzHoGSw5MpTipckrC0Db4yKAuh9uzdu8vCOXRRIaSgCJ4T52iMxzvBSAsu94doLdjKE7LBiKIqmM/mBCmROuKFq+skUvHe3X2m8/JHY+TOIikpibowMdIZAqiqmtpb0n7G9uVtmhDzYG+PumoQvk3OSALaeVKp6CnF1rjH1WFOdLiH9oG+jHlAzVG5pNSSzbVtXn/hMu9++IDjeYV1nQ0KoU1hdzz9NPRY4JM4YXtzi/UNOJrOsUclVS1wQiGFZHr/Ae+aJcIa8mXCRpGSCYUPNd49zJF72j31+rnzPD/skZqKuasx85K5rZnNlpTGIoTG62M+++Kz/PZv/Br/8it/yjvv36VyHofCCUGe5mxtbNOYwLEpQCquPXcVvT/n8L27mODoRxGbWzuk45zl8R6rVUNpPVMkK6D2nnHe42+9/ByXTYV3DbNgOCgrqlXJbD4jijKyqGCzF/M7f/NN7k0qfu9f/xEHh7M2bGo9OxxtHB0slHWDdxWmNkiluHjuPC+//CKrsmJVGTYHMUfTKdNlQ7GqGGcRV3o9LozGxGlEbz3H1oZJUxKtDJH3ID14QSZgMxG8+sXX+fSvvcaXv/ItPry9S+3sw4TTabZSqJ+I/0+I4xVluSIfjvnsZ3+Dw+qbTBf3UErwxc+/yefPbXHnrW9jas9huWLfVBybEh8E4TRvTpeKtJ77dx/w4aLHK8M+O2mP8XBMIhy70w9wxrXOjghgV6wPBL/7D/42//ar3+ZP3voelZcY2oSFaQzOwc7OeXScsLG2xnRWMo4Dgyzn9ctXeOn119gv59w2c6bzObuLisK2cbyW8NKVC1zbHCLuz4it5dL6Gpv9AX/8/nuURSAeS5JYEWkQbsmbLz2H4rf4l//qqxwvKmyQeKUwQeCsYTKbEkcpUdTG/KmKGPcGuKpGFiU9pbh4foOdrTHOWtyqRlQNg8rQLwp2+msMx0NGzzzL21nCD/7s+zTHE3ws0aOMQT8jTxXDBLY3tph96nlmixmzRU3wDuc8FoHQGo/CWPPzA79arSjLioOTKRevPs8bl6+gj0t2Ll3m73z6Dcx7P6Afxwy2dyhvPMPv//t/z6AyXNYK2+Wa2+QKCO/JHaTrm7g8Ynm8TxoLfusLv4XaPs/XvvVNklihYw146uWErV7Oy1c3uflOwsoETJC4quL42NLYwOXn1jl3/gJJEnNjbczzly6yIQTnZMT58YhvrybsLkpGDQQivFBtSlNKVru7vDXZYwPBhShlbSvj/NYmN4B8sE1ZTUjTmEgp6nLJcrLHKDJcGEXIqsYKgY4UjQv0tKZ2Dhca0hAIQjHIMgZHC/KTOQMdkV57hm9ND5meTAjeI0uPWFkOlysypfAbQ4J1xMFy9dXXiUdbvPvOD5hMD0l7KUkck2YpURRTFwUX1jI+dX7MR/UBzkusEzjfJoRcEKzCJwjn2swYOBS79++zfW6H7Z0+w1xw5zvfZbNc0o9iepFkZ2PEixcvUZ+saKxEuECEQoeAEB4ZefrjPktr+JMf3mYbT2kDyeExvV6GlIKqcqxKS1VWrBZLdstb1EcnvBbHeNsghSCJNKrXw6wa9g8OeO7a80gC9HLWr1wiOTxiICEqFzw37PO96ZKslqSkSAm6S4MWyxUfLj37QmE2UrbOX+Ti66/wmyriz7/7Pb731rfw1mFqS101mLoBU/Fsf8Clhca7Bkl7OCQHA5bjlJPZDCcU/X5OKjQvXF6Hm7cYuMDaoEe5lvMvbn7EogyIQpA7iIVgEWBx/5C1qiHfnyCVQqeCaBhzYXwRJUFFMY0VLJY1xkFvkPGpl54jm5SEVdUmyqxDducfQSU/P/BZliGVpjccczSZMV0tUaOcu8f7PP/5z/P5v/Hf8sG/+Srl7h7v/+t/w735im80BYVV4ALSt3n7SEn6OmanqNmMDBPTdjqGJOfl69e4srXJmz7wza9/ndlsySiPaHopa6MNkl7FPSXYr5ZU1vEZucmV0RpZP/DR3XvcunObJI7ZuXiez//132b23occffM/8PZb32TSOD4oV9yv2i4JQuhqLwKZkKxlGTaO+ShS2L1drt8csXZuk+HGkPXNMZFsiJIUHUWsra0RgmYZ3eUmJ1jhWVUVjbWM54adbIA3luA9z15/ntH6Gr/xxd/k5lf/GPvORxzcuQ9asprW3F00eKOIBPSkxEcSe2hJZgviPGF9MECGBuk8vTxiOIgZ9ySNW3A0nYGDTCdEOuaBshxUK7SOkUpSmprGNJ8snFNEJHFOrFOQCz66+SE6ivnCFz7H5tXL7PtAeekcf/oHf8LBcsb92lHVMQZ3lkPXHvI4Y5DnLE1DT4If9igF3E9i/vTmbZ6Viqs3rvLRrR+yPNzFOIcJnt54RDRd0QBGK5ACaz2LxYrJcslivmBVVrz88is8d+MGt08mpKMRbz14wOH9PU5MYFpBgcJjHkkbC/pRwmi8zs7OBvkg5707uxzOC/JBDK6kH0uk0jgExsF0vmQ6n1M5i0PinAMh0TpCCtEmpLIM6y1JL2fr0iXe391lIiXff+9D6smElauZLGsmRuJDW+Ilg4C6TbFuDUekWUyajZhPj5jPV4iZRxwERr0+o1yTaUWsAr08ZTQas7G5xmReAmC9JYiAjjXm40elPwvwzgXqqqa2nqOjY5bLJUmccPfuHS48+yzfffuHHO7u8cPGc+AkB7Wh8op2e2lTrkppBoMBaRLjjGJWrFiZkqoqOVjNOJjPuf3gPjqUaB0Yj4coFRGEolitWCxXICTCQy9J8SGwLAq882xtboKQ7N7fZfD+LbLROrv3HvD9ecXMa47rkqlt8wBCdAly2lx8r98HAUeTY6Z3PsJ4z9F8SsDRSzQ763021jJccKzqhpNZga0NPjhirZGAcY40jVkfj7h65SpSKearkg9v3iIkOQeTKYe3drm7bLBOs2wM+1ZgnSDI1gl0nf8dCUWe5oz7Y6qqZrpYEoRERprpfM7J3JHowDiL2R6nKK3IbcP6+ojs/jE+gPMBaz1xEjNIPsEevyxLIq3xsqaX52xsbKJ1RFnXfPc732ewvsPx0uG2L2BPjoh0QT8xGCOwRhCEJ4lTqrrClgV5luKtpXCG0ljcqqQoDdPZgmEq2Rr32RxGNB5mixLuPeDo+IQkSYjjhMZaKmPoyYzNzTXSLEVIyXxR8uGHt7lwNWLVQP/ZGyyPjlCzCcNlQVJbamNxpj2pS6IYYy0HkxOSLKZsGoq6wc0sOo4Y9XOMW7JYVWytjRgMMmTTIGqDwGNsQ78/pnGBujHMixW37twjCM2qrKmM497RjMmi5PpzL7L20ktIpUjKAjGZspgXFNWKsi4xtcVaSyI1y9WKm7c/IumlzGZTZBRR25oQIA4OKz2CwKCXUBuPsYbBaECcKqaTgtFog8YEqqpBq09wLLuoDXnwyCimn+ckWUaQgsmq5MPvv8fFK4YbL73Mpz/3WYQQrKqC0hjaw6mAtYZyWVAulq2jKKCqK7739g9Ylockacrlyxco5hOcg4PJinkBg15CLzEcn5QsVxWL2rIwntoGrAdvWgvkhcB6x3Res2wEsxrOX7zIpz71Kn9zY4MoiliVJaWpsafZLWupVitW8wVVWRKA997/gHffvUljJLGISeKcEDyTWcVsVjHop2wMe/S1wguPlbA0lsJ4SuNplg1uf0bVWExjqZsG8eCQfDDiYHRAfzhga2uLN6+8ybA/wDQNtTPYEPChrU8wTc1qvqAsCnb39/nGN77NYr7AWEccx8hYIHzA1hXFKmKVR1TGE6eBdJBgl4bCwtJC6QD3+Gz947362hBLgbMli8UCAxS143hecedgyls//BD1+19hrTdg2OvTWIcTgbiXMBwNybKEYa/P2mBAPsjp9fsMB0P2D46ZTpZ87s03eOXlG3zl3/1bzKrE+Ybj6YKiKNne3iTkKRuXd9i6scEzZcNiVaGXe0zmS1Z1ifGSqnE0XrFs4Hs3v4HHEynFMO2xNhhinMUSiLKIwXhAlmUM++21LEtI84xzF7a4c3cXgualF58nVp7p8QHexrjasFxWbSnXeMj2letcf/MSi7LV9HlRcnRwwMGDOwRnodve4jTBEfijb3yL2jmkEORJwvpgRHAei0clEfkgI89zer2MYb9PL81aDU9TdG2wwZDEGcN+hAwG7xzGeWxXtSyk5LVf/wyf+RsXWJUN87JktlxSLIvHQft44CfL9mjTOUdjGpqgWdaCo7mh9hITPMZIjuY1J9O6rVfviiXiZEZdlWgpybOMopoRKckw7zPsj9HW82dvfYvJyR51XbZFBUhinWOt5fB4SVEHNi49ywsvXGMwHJPlKf/uy1/m5gcf0DRQGUcIAh3HmMoQhMZ5hzeSqWmYL45bfy4EUAJ9sKCpKzSCPM8oihk6Egx6A/pxD5Tj1gfvs7HeRwtPpDV5miClJI4irNTUQTMYDti50Kc/HJDnPd7+/g/55//8Jr0sIstS0jhCacW8qnEoAgIbYFULqmqO7IpKhBTIkwJjGlTw9LKUqizb3P1gQD9OUC6QakGeaGIVEymJlB4pYowVlEaQ5ZKymJElGTtbOwyG14mTxxdbPrZN+tVnz4dBLyWJNMZaglTMS8/BdIkLHtMYJN0pXPBtFUv3cSqKEEBdrtoj3eCJpWJ9OCSE9qSvbkouXDpHrAW2rGnPPRU6ioiTGEdgNptTzgtUt2c1UmB8IBECpTTj4Ygozbmzt8+iLGkagwwCLXVXL++R3XmK0hohBU1VoZTEeY+WkvFgiAi+rZ6xFeNxj7xL3iRJC6IQEk+gaTxHh0fY2qBUqzciTojzlGG/x6IocT4QrGe6aqisabc5H4hUdMaTCK2sokgjpaRalWgl26IVJGujAdAeM0vhWV/rkShFkkZIFRBCoyLN2tomcZryH9/+PrPJDCHbMZIk5nsf7f6lJzWP1fjd2YrDZU2sFVvrY166/hw/vPWAvuxhg6SuK7yt2sl78K7NzeNqlNAoLaFpMF3NXSBQNhVBBmxwSB1TVg3peIDM4GQyoTKt5620JtIxgyTFZu0Rra8b5kVN6Tybo4zrVy8jleTW3gSVj+lla8iqbCuAu3OC4GjPr51pa9SUwsumbaroqnCqpkaogPEGlcRYIfFSs6wbjosC49xprTN50iPvjykpEUJgjWF7bcRf+9KvkcSSr33jbd758ABrPHFvSH+0iSxLjGkQQbWne/60mqdNU0ulCNrTBI9UoESgdjWCtrYviiSNB+sdJ2VJ2ZTtAY3S5LtT+lmOkgn9wQhnaauMzSfY41dV60VGUeAzv36J3/7sKzw4PmR3OqNpLFprVBQRRIJUMUq3WumDJQqgBcTpgOAdWoICZAhUZUHl2gJEXVuq4zllVbJarXAIhFToSBCJilxn9JOMqqrQacK0soQALz3/PH/rC69zUhTc2v1TlmVJ3TREkW7DQRWjVYSKoo4ngw4ejSDN+vjgiaTo+BRUxQLjoWk8SId1JYtlQW0cQUiUVkglqZqCCxsb9LOEpqpIk4gsiRkO+gRXo5XCeYsLUFdL6mKBjuI2Y6gipNLEkWorfUNAh0CEwPc6OYlAJAQKwWq1pKYG4ymXDd7UNI1pi0qlRKlA3ZQsy5qd0YB+mlMWKyKl0XH08wPvfdsy5BwUy4IHR7MWnHqOqQxpmuG8YVVZpEqQoj2ajCOFiGNqH4jz1lmx1hNFKVnWIx6sk4qAMQ1BwfHxIaaoAYWQgdN2C6VUW8QhBINen9VygbWW4GFZrJgsKm7t7WJsTTANrlzSF328DxRVBSpG0SZLdKSQUUzjPVGeARLjDDrKSLI+uj8mCR5ja6rVkpOTSWuOT0vEEUih0DqirmtUCCT9PmVRcG/3gP/nX/wBcaS5s3tIY2xXa2igrkhkjgyC+XJKUHFbQ+ockVYkcUTjHFGSIHREYyw6SsizAWmaY0WgsobVckZVV129V+fYCUkUR+RJBiqmkaDzjKas8fITxPFpmhJCQErBD2/e587+CcuqJhiBDhItIyQOHSxaSKyxeAf9PGeQC46Opzi7BCFoTCDNMzb7kuls3gpSpvgmEAuBTOOzhgKlNUop0jRDxAlNCBiv8fGIKPPYpuGDe3scfvkPsXiiKCdLJc1qhRIKIQwyGLQUNMbibGCQ9dnoCQ6OFlhbIJXENo4sLdnMYLYsOocrxgO1kkghEfi2lCxKyPOMNE7a1GhtMD7FRynOljy4e0Qcx2T5gL62RJGmaRqaqkHIVswSixStEtB4emnOxiDi6GiJNSVK67aq1iWs9zXL+ZLSBRKtIXiCVqDa7hwhJEmc0Ov1iHVE1h/grGNRNBDlhOjxcfxjl0UURcRxgpSKedGwd3CCQLC1tcF43CPJVFubTNeUoHU7PePAORIZ01QGiWrLgk0NtkKYiig4NoYpwpfkiWJjY8xw2CeKo65JELyHRVlyOJszqyrUYICIYrz3LIuGveMZVe2RQuGahsEgI84U6LZrRgjROmYovLUEZ0mUpqmatvtGSqytCb5CugodDFvDjFQ61gYZmxtj8jxH6xhB2xlTNw0nswWT+YJ5WRAPcnySEoKgrhvKsqK1WZJIR2zvbDIY9ZBxe35/WkErupJq6xxZkmMah/VtX1zTNHjfQKiRwnJuc43xIOfyxXOsra0RRS0/BNFV/wYaYynKimJVoNMImcQ/v8bb7kzXdnnfJNEQ4Iu/9XleefkaSkkOD6bcf7DHyWTC3t4h+3vH+HrBcDjCB828WlHXNcZaRCSpTAOibdYYjnscnuxRVjXzZcAYAyh01Dp2i8WyK6Bs0CqgiBGhwRjTlU0rlosFxWJBksT8g//ud7jx/DWOD0+4/2CfyWzK7t4hew+OsB1PgYh5XdI0DcZ7hIbC1HgJaZ4zGOYcTQ7xzjKdrHDOI4RCKc28bpBSYq3BOYPWHhFSEmWp6wYpoa7bUnMtNc9cOcd/8/d/h3M7WywXS/b2jjg6PmH/4IgH9/ZZLSb0+zmRdpwUS2rb4C1ECFamNddp2iPv95jMpxwfnbBq2uwjQdBUhmJZkKQpxycnBO/RKuANJFH+GGR/Qji3dW4nmMZiGtc1HHqSSHN+e4NYWV5+6SXGwzHnLp6nPxqj4hStInxdsZpNuL17nw9u3ebw+ATbNATXcOPqFSIdURjL/sERh0dH1LVB6rirExcoHVGVNXVjCD6gZGCjn2JDQ+U0Ve3x3nWVpW3/XqwU25tD3nztZTbW1tk+f57BuOMpisEYquWcBw/u8cHt2+weHmONIZiS55+5TBTFrIzjwf4B+/uHgMIBTW0BibEOa303nkUR2Oj3cN5iBcwL+7AsuDunSBPF2ijn9RdvsD4asXXuHGubm6g4Jcv7RFJgyxUHB3u8/9FN7u3tUzeGplhy/dlnSHVKjeLOnbtMZzMa51nVNd4LnAtnfQhnHb/BkipNGrdFJDfvH/2l4dxjgR+vr4UoSgBFU9dITSvg8RC/mjIej0FKXn7tFZZ1w7e/8x3yPOG5i8/wxvVrbG2to/I++WCESjSrYo4WkrJ2nCyXfOUrf8DR0RFKtR0vy6IgijMiHTOdzSmWK6xz9NKY9X7CdDbBqIg46VFXbaeoFwGCJ08S+hp2RgOkFLzw2qs03vGNt/4DSZJy5dx5Pn3jOjvnxqh8SNYfEfVSytWcWAiq2jMrK77y1T/k/r0HxHHGbLmkaRxxnLBcriiWJda7VsCxZrPfZ76YUrmAfcR4KtWWPqWxZJxEbPR7eOl58dVXUHHMH37jGwgh2Nna4I1rN3j24haq3yMbjBmM1nC2IhKBsjKsPHztD/6Iu7fvcjSdt1FGUBjjcd5RlWW3IB1CBPpxgvAWpeDB8fzni+N7vYy6rtFakOURRbEk0hmyMVy/coVpUbASnlld8uHN25ycFBwfFUwOFoiTJVEieWf3AcbCue0hNy6f57nLlxBJxmh9g7/3d/8Oq1XJV776NW7eutPluKAxTdfdAhrBzvYGO+vreKDyFhc8WS9huVwSaJMgkVRsyAhdN5hBzqyuuH3nLicnJcGvmB3OiaclWU/z/u4+y6phe3vE9YvbXH/mMiFO6W/v8F/+F1/iz/78u3z3Oz/AGYuWGmMszlmE7DJuCIaDAZcuXeH+g7ukznG0mCOlIo0T4iiisQ0xgYtrG6SxYtIUFK7h9nsfMZkWOBNYTht6JRzfvs0H+/tMFivWNvo8e26TF68+g4xiss1tXrx2hZODPY4mHq3aVjVrapxzCNpOYx/anrt+r0+epaTRJ/Dqh8MeQvQplgWNMUjVllKlAfpSUPczJsuKm7cesLc/wbm2sc8Ejxcap2KKJrBY1NSmIgNEUXM4PeFwWbByETpKcM6yPRhgfGBS2rN+dO8tw+GQL/71L6CU5NO/+Tm++/af8/4HH1IU5Wl/KyE4rGnIo5zgLMsm8NGdXfb3T7Cu7eO3CLyM8SplaeBkZah2j8iB2HgOpxMOi5LCdt8v4aAXaZqg2mjFO7y3bW+flDx37Sovv/QCv/mlz3Fvd5f/9/f+VdtYKgPONQw9bOiEzAVkmlM3hlu399jfP8aaNjz0BGSSItMBhTti3kAzWdDXmrUoYTqbcbxqiHo5W4OYWRoxqduOWe/dj7SRKSnIsoTXfv1l3nzjDfq9T1CBU5YVvV7O5uYm+wcHBO+pypIVKaJ/jjxLmNx9m0hLmqr16qUQbK5vcvX56zgV+PYH77Fz8Twvv3iD9Ugy331AZTUqHVJPFyyKkjjSXDt/kcWq5nBxQl3XnWfb9qANegmvvn6NSxeu0R/02djY5E/++OvURQkhYKzFAgdeoZKMY1vRMwrTCLSKkFIwHq9z9cYLyFTy7Vvvs3n+Aq++dIPNWFHs71I5jUpGmGKCM47z59Yx1vJgsqJuDMaYs2/UEEIw6Ge8/vrzPHv1Gm995z8i3JcJ1lKYJVIILsYDNkzb+p1euMDh8Zy4aGhqcVYts7a2xjPXnmfUy/j6B++xfu4Cn3r9JTYTzWpvl5VVDMbn0LEiFSuED1S1w5jmkS9baMn7tjH0xvWLvPnGS4xHG48F/ulXmj6h9PTrzp5Qegr8E0pPgX9C6SnwTyg9Bf4JpafAP6H0/wF9dz1DVBxiQAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAH4AAABDCAYAAABax7H7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAnwElEQVR4nO28aaxl13Xn99v7THe+b57qvZoHDlVFcxQpkRooqeW21ZHzwWi3YdjdcCfpBN3Jl0aAIEGQBAg6yZcECdLdGRC07bQTy2PHtixZJilOKrGKLBZZA2t+U735vTude+Y95MN9pEsMWaYoUrJT9QcecM7d5+21zv6fvdYe1trCWss93H2QP20F7uGng3vE36W4R/xdinvE36W4R/xdinvE36X4G028EOKLQohbP2UdFoQQX/mQsmeEEFd+0jp9FHwqxO82RiKE6Ash2kKIPxVCzH0asj5Abi6EGHvf7+eEEFYIsf/T1uF2WGtfttYe+0nK/Kj4NHv837HW1oBpYAP4nz5FWbdjHvh7794IIU4A5Y9bmRDC/SSU+uuGT93UW2tT4PeABwCEED8vhHhTCNETQiwLIf6Ld58VQuzf7Zm/JoRYEkJsCyH+09vKy0KIf7VrRS4Bj3+AyN8CfvW2+18DfvP2Bz6iDr8uhFgCnt/9/d8RQrwjhAiFEJeEEI/cVuXPCCHeFkJ0hRC/I4Qo7f7PD7miXYv0Tz/o2d3y/1gIsSaEWBVC/MNdPQ5/5Mb+UWCt/cT/gAXgK7vXFeA3gN/cvf8icILBR3eSgTX4hd2y/YAF/jcGvfQhIAPu3y3/b4CXgRFgDrgA3Hq/XOAKcD/gAMvAvt169/8IOvwmUN3V4xeBFQYfmgAOA/tuk3kamNnV6x3gH90m5/36fdizPwusAw/uttlv7epx+FPh6FMkvg90AAWsAic+5Nn/Afjv39fos7eVnwZ+aff6JvCzt5X9ux9C/H8G/LPdxvwu4N5O/EfU4eBt5d8B/qM7vOuv3Hb/3wH/8g7Ef9iz/wfwz24rO/xpEv9pmvpfsNYOAQHwj4EXhRBTQojPCCFeEEJsCSG6wD8Cxt73v+u3XcdAbfd6hkEPfheLHyL7t4BfBv4+7zPzAB9Rh9vlzAE3PkTWnfT9UZ59/7vdfv2J4yfh47W19g8ADTwN/Dbw/wBz1tom8C8ZmM+PgjUGJLyLvR8ic5HBIO/ngD/4gEc+ig63b1suA4c+oo4fF2vA7G33n+os6FMnXgzwDWCYgU+rAy1rbSqEeIJBz/yo+CbwnwghhoUQs8A/ucOzvw48a62NPqDsR9Xhfwf+qRDi0d33OSyE2Pcj6P1R8E3gHwgh7hdCVID//BOu/4fwaRL/x0KIPtAD/mvg16y1F4H/APivhBAhg5f75o9Q53/JwLzPA3/OwKR/IKy1N6y1r39I8Y+kg7X2d3ff4beBEPgjBoOzTwzW2j8D/kfgBeA6cGq3KPsk5bwLsTuQuIe/ZhBC3M9g1hJYa9UnXf/f6CXb/79BCPFvCyF8IcQw8N8Cf/xpkA73iP/rhn8P2GIwg9DAv/9pCbpn6u9S3OvxdynuEX+X4o47T0KIe37gbzCstR+6MHavx38oPupi4k8an4xeP1Hixa7ADxf602nsd3X6cOk/eb0E4j2p4rZfPync0dQPjTbAgpQCrS3GGKR08P1goIYAISzaQpKmOG6AKhSeJxFYpJBIx8Vi8DwPJxjCrw6BdLHaYFROGt5CFwnGDOp3HIdatUFeGNI0xhiL0grHkTjSQWAwSiHl4PNRyiAEeK6P47lYY5FysOuYqQKlQQoHaxWe62CNxXV9jNV4vot0y5SqYwivhEVglCKPO6h0B60zjBnsZpXLFcqlGq1WC+lKirwABJ7nIKzFaAUIpASlDdaAIx38IMBakBKwFmU1SZrj+SVUnuF6LgKLIxyQEiHB8Tz8yghe0MQKF4xG5wlpuI42McZotNJ4nke9PkwcJ+R5jjEGrQ2u6+A4d+7TdyS+OT5MpVpieLiO0h47OyGCnJGxEcr1YXyvQOg+eWrY6oUIZ4qo12NkyKHIY5qNETyvRKEi6s0y5fFZqrNPUhk7ROfWdbrrt8i2XyMLNwCJdCDPC/btv5+wK9hpr5KlirhvcF2LJEergjRLmZgYwvF8wq4gDFsMD9Woj4zgBwGe7KOSnF4cEWZVtCrhiT6+VyAdl5HhceK4T63uU6rXqM48RH3uCbQ2bFy7SNZbRLUukMUtvKBMFEeMjU0xOnaIy5ev4rnQ2uljrIPvKaxSRFFEs1GnNuSTpwGtnR6+ZxkeG6FUa1LyCnTeI0kzdnoZrj9F1GsxVC2R64jR0TEEEmsLKvUS1elD1Pc8QWloL63l68RbS/Q33yTv3wIpMVphreDwkUdYXdkh7O+QxDlZavE8AfbOK713JD7PcxpDNayESrlG2C8oVIp1DEE1wJUWk0n8Cox5ZbIsISgPM9poErW3gAJtQqoVjzzJSBY75FGHbK3B2vx1wk6K52U0Gh7WQJbl+J7E2h55oXAdgXYDgqoki2LQBm3NQDkp8HyfeqNE2G9hHYX0JKWqhy0cnEBQ93yC3NLPcprNA9i0gyr6FEWLUlkhKAhbHfr9HiJbp7OzwebSGhpFo6Ip1SWqyHFdi+sXhP1b+J5FWgfXL2ONR9Rdx/MdClXgeC4IQaVepRtmCBljpcGv+DhSY42kXHUZ9yVx1qM0NU295BH3tjEmwnEKSkFAHkfkC22KLMIv11i/doGo38P1FbWyQOsCZTWO55LmGyid4EmHwg3QgUsW95HGfHzipSMp+T7lwCNXLcbGPayt4wUCSR8JlMpNwqhLEmWU/ACnPIJXrVJR64RhiDQWvwTCFcRhiNnOSDse22tb9CJFOQgQVKg3SjiuwBhDUQjGx2ZZXdlANJtMTtzHzQtnsaqPzrYpeYJyEIDI8EuG2bkmng+OTMFCKaiSGgi7MVJbKuU6fnUCKRPiaIc46lNt+hgB2hak7VVCr2BrfZtWq49SBjk+RLXh4PqSLFMURU6zUaHZKNHqZOw5+jCd7R5ZapFBgZNFBL5HKXDJVZepaRdBGcczCHpIHEpBnTDqkPZjgqCGqI4T+DlWGfr9Ln5J4AUDVsJeG+FcpFdYdlY3iVNDvVHCd8tUyh6FyjHGopVlbHSCtZUWjbEp3Ooky1cu4f8Vezt3JL4USILAQxcapQqCQKJMgdUWnRq2Wj0816NWq2NNiVa74ODcJLUgYrsTUwo8+mFKr9OmORxQq5YI+xGF4yGkxKqcThKhdUKhKjSHSpRKPlqlaCfC8xKMWybJEhxXkuYaVcQM1Wo4UhInMUFZAAVKaaRjaW/1SJOcZrOOFBU6vZSKFzA7M8zm/EU8x6BkwPZ6hOtFjIw1kK6m1dlBGYVBkyQ5q2tbNJOA4ZEy1VoZKcDqAkFGUJEktsBgEUFAloeUSg5B4FBkOcYqXM9F6wyhC9J+wno7plqpEvhlitwjSgzHjkzi5svk/RTf84nDjLDTpjlUoVQOiPodsA5aQJYVROsZ/ShmdKxCvV7G932KIqHklyiVFZoCJEjXo9A/BvH79k/huQFCSPIwJS9ytEnxg4A0S7G2QGtDGgv6nZiwr2mvXiIv5URhiuP5+L6DNg6OI6hWKxirifoR1ZqLF1SxtqBcLuO6LkmSkKYpjaoDpkCpiH4ngo2QqLuDdC0TE3WGGzU8L0CZHFXk5HlCqSIx1qJUgTYKVfhE3YJuq48RgvUlQ9jdQliJ60KlUiZNQwLfwwsa7Ozs4LgOIyMlGg0X13WoVEtoXRBFEbrQBE5Alkbo3CXpvUPSLxA6peIrpifH8VwXK1x6YY88S0EU+IFPXsQgcrRxSCJFr9snz13aa2dxbESS5HieTxB4hP0EIS31epVOtyCJYxoNDz8QWGOp1StIaUmShDzLaDYcwjSmyAvSforeaZFHbbTUH594pVO0SUmTFIsFLbAoikwiBfiuwXU9hIXmkI/rJgi9RT9UhEkCUYTnu4yNDRFFfbqdkMZQGSEgSVLKroPr+mitUSpHK4u1BlEzSGkRwhC2VzFqmyiKaQyNAB5Kx4T9NtoUCCmwRqFyAcbFlQqnBFJYymWHkdEAvxyRRqtEcYQqLNYqJiYmKJXqtFo9RsbrjI0N0etFaKUpVwaBr1oXGG3Jc4XnGJAW1xdErW167Q2K3OJ5HqVmBaUyiiImyVIEAjuYI1CkAimg7Ek8R2IsjIyUiPsZNtkiKRRhGGNMl3q9ztTkCP04wksVw8NNXFeSphkV18HzHIwpMEZQFAVaCIzVuK4DpGxtrCGpkiYxteH3R5L9KMQXBRYzmGJIhyzLMAbs7vQKKzBAlqWDgZnv4LoCYxywg6+yXBmmKAo8L6Dd7mCFIklSpBzMSY2RWAtGD6ZNQghyFNZmWMegdcbmRodCKeIoIQjG8ZwSQgymmUJArg0mlRRCMZjFSDKdE/UzrDWUy3WkMHieS6/XpVatEMXRoFf1+nQ6YMnRyiClxBiDEAKtDVoNBklWWLRQKJtjUey0dsgSi+sIhooG9doIFoMjQUpJmqaARKsc15VgJRqI45RCKcpVF9c1GGNQWqG1GnQArTEGWq0utcIjTmKkELt6WawFpXZ3aoUAaSlsDtKQpTHdTmcwZgg/KPDoIxKfRBm+5+P5HkZrMAKrJYUSpEZRr1XJC03YT+n3EoZHKgxC1SxDQ2XGx+v4vk+a5mgFlUqVNMmRjgfSoIoCnWqUtZTcEtpqlDb0wohKrUQ/TAh72a5sS5Gm5FFG5jhUymUEAmM0wjgYIymMxvMl5VKFTiek30uxQjM0WgUcAt9hdnaccjlAK0ua5tRrdfI8QUiJ48iBm8gUFonjuAghAUMUpzheD6MN3U5CkWuMhTwz5ElKGhUEvovjeFgNWAejB4PVLNM0G03iKKPfL4iihMnJGtaCEILh4Qrlko/j+mRZRjkok+Y5WVrgSBchLapQaKWxgOv4KK3Jc0Wn1yMo+XR7A5dh9O6aSxx/fOJHalNsbG5TKgmSVLOz0wHhghjMuadGZ/HqHv32DdAWqyxZnOO6LkpJ0A5pnFAUinYrZHikQZ5rHN8hNTmBH2BzhUbQ6efkuSYIfFShcK0B5eIIHynAkIO0NKojSCMJOwWe57Ox2aZQCiEcEDA2UufIvv1E3atgYqQU5EmBIyQql3ieT6eVUQpcVld2aNSrCGlBgEYhpMDFw1pJnBjyXOE4DmDxHY2QEikCBMlgMUkYPK9MszLO9tYWQRCQZjnbrS5WSISU+K7DodkpQhnS795CGI1WhizRCCGRVlLkElUU9HoxSZxTb1RR2iBdyPKcUqmEUZrCQFIU6ELjuA5CWoS1YDwwzntre1b+GAs4v/j1X+I3fue3efrJzzE9t49//s//BZ1el1qjydGD+3nwwH6MVvS3ujSCIYzNkapE4JdZXVslLzSFGgxclLLUS5aw00dIh9Romg0fowVOqOhHMYnUVOs1gopD4EmMtpSrAUVhEPnA5H7pqWfJjeHC+fP8yq/8Gs+98AJ/8dzzSNflwP4DHNk7w6H9ewm3O5RlibzIEIWg4g5xa2OdfhySJAmVSoU41pQcgy4GrkoL8EolquUyOszI+xmtIsWvlAkqHr4HnufgeS7lik+aFFgr2LdnH7/09b/L7/3Jv+HI4aMcP/kz/Iv/9X9hbXOLoeYQx48e5cGDh9hpbZB2E/JSA6zGNRWMtaysrVMUCuk4WAQYQ0lqup0OwnMpjEUMVdC5wfRzulGEllCuVjDGwRMCR0jKFR9jFEJ4CHHn5d07En/y5GeYeu4VapVRnv3CV7l+9SrPvfA9/vbPf52vPvtlDkxPkSR9Hrv6JJWgygvPPUdtrMbRA3s5feo08ysriMBnYnKGrfV1Du6dob+zw87mDpeXFunuxPT7EdN+A7dwmJ6ewG+UwNd4gcTmhrHxJqDJM4nRgn37DuN6ZS5fnGd25gC//Et7WJhfAgH/4T/+J8xOTDExPswjjz5GFIZsrm9z5uzrfP4LT7N44zJXr99gs7XD3oNHaG3tMDbSIHAl2yvr3FxeZavTo7+T4CtBDY96UKcxMgKeoVx2QWjKFZfpmSHW1rbwnAr79u7lkUc/x8s/eBPfq/OZx55ic2Ob3/m93+WJxx/nV3/5V5ieGEMXCd976QWmJmd46aVXCaplDu6f5uWXv8dOa4dYG/YdPcLO2gYHp6fpbe9wa2mF+bVVdrKQop8w5dZwjUNjfJhSLcApSVxPUhQZM3smWLm1jtEuqrjzxuodiT9/4TxxmvL25UvsOTvHV77yVVZWV3nowQcYatQ4+/obTE1Nc/z4o3TXtzg4cwCvUeXkA48TmBKfyxXrm5vMHj5MFPZ46OGT3FpZZm1jg88nMd1Ol+9+9y945DOPs7R2i698+Uv04j7XF6/Qj9oUecbW2jpjY0PUazWajTquZ7h25SpplvGtP/s23/jG3+FLX/giUb/HzMQE3VabjaUVDh47gj/ncEVfZHNym73TR5gZmuQzJ57ixpWrTMzO0uuHHDi0n+Zwg+s3brBwa5lqtcqLL75IK+zx4H3304o7fOHLX+L066cpVEw33KG9A3mWM7d3iumpaeb2jXNz4SatbpdeP+I73/kuTz/9NGGvw8jIKENDTa5duobne3zxyz9H0g05tGeNRGmeePhzTDUnKJKUqwsLHH/sEbZWVjn+4ANkRc6Fixe4fO0Ks/v28e3v/jljI2M0h5uUmxVm9k7z9vlzaJPS7bRo7bQYG28y3BzF9/2PT/zmwiIj1QbGCtJOn25WYFLN0o01dKjo7rRI+4ooylm4Ok+zNsp2r8WrL53GDRyO7JtjKBji2uUb1KdH6PczOmFOXykeefhnaFbreMYwPXeAw3v342qfQxMHyCJDMtSi12sz2ZjE9wKiToIKfOavLVGVJXzp4VpBb3ubqN0hzy1nXz1PteTT73QxWqIKTW+rw2hjnLdefwvfd6jWyjz6+OdYW1oi3O6g5jR5IdhodWkOD/HZR57g6P6DvPTaqzz6yFOcfft1ZptzbE11cALBwvJlRurj1MpVwnYH47hEUcHNixcYrdZJMoXUhq2VdVzj41Ph3Gvnybt9CqsQ+LTXt9GxQTiGU6+eQQhDs9rg6Sc/z7Xr10n7Mf0wJTWK3FqeePhRjp84ybGjR7h69TqH9h/m7Xfe4aFDj9LbifFLksXlG8yO78MaQ5FniMD7+MRvbPRBety8eZ2R4WHKXpnx0XF0ssXWzQ6RKbFn7xhXz5/m1lLMAydOMrd/kmuXbjJ3cI7JY9ME9j7m10P2Hpjl8NHDbG6GTA8J5i9foz46x+jIMBdOn6FcC1DSIxyeJukMMz5TpiYc5q8tEngFI5nlWiRwOjGzk3X6Ycrm5ip//mffolSqIEyG7m2wsJgzvW8STIuzpy5Tb0yz774psqTFznqPqf2jTB7fizc0zk5saI4NsWf2IAtLq5B1+MErbzE6OUrNdTn1wgtYWfD26TN0+i6NZpO94zPcurVCuhUybRyW+imtfkypFlOt1LmxcI7t7WkW5uep1gKi/ia616PTVjz4yCzL82e5eG6NA0cf4MChJos353GExKkp9j54AKde4/Lb5yhXfPZNHyZqt8i2Opz5/kUmZ4YpOl3OvPwCvSThAh7Rlkd9bpg9wyEri2sMux5xVLDaLT4+8TV7i7V2RLVUYf7aDVwcrAsbOz2mhvfy+S+fYGVzh+srJabmxvGaKY5wkV6dxsgwRVbg1VwOPnyYnfYCr70Sk/RSjhybYHW+z/bCCiYqmJzcA5U6c0f3YtMm8Y0cne+A7eHiojJNL5OUasOMyoj22jnqVY/NjU26noNEkCmHqFticmaU4ZkpTp9bppUNcezoKEm2juc2KDd9RkaGsEZQGqkwMjNEq7PF6nKXZrWOW1dIadm4cpMRZwR3dAhRa3L/if1cuyJpb3SpNkt4egNTaLZ7MbI0RL3qUjKrLG5sU65WWd1Yh9SysZ7jlctMjRxk34EZQgW31srk3jCl4QJlE4SsUa6OsP/AKNvbW4xNjHP4gfto7WwRhYZ6tYJO2gyVGlx5/S2Ga0Ng6jQmBYcfPIZ6xycPIxrVnLV8nTTukaeK0fGpj0/8z/7qr7P9f/8Rb774Mt1uwdzcDI2KwJU5933pANVmCSHKZKnhxMNHuHH9Lbo25gtfe5xuK+O5b5+iG+V85rM/g99okrcKvKzNxasxsZmkVLUUrkdrUxCu+HjVgJMnmmyv3yTUDt1EUGkMA7C43MKEET//ja+Sdjtc+aM/5fLl63ilGnumJ7E6ZGYWjp08TG5C6tWMo0cOMTLu8frp13n0sUc4eHyW829d58KFDfpJwuRsndHJOTbnr1LxFG0L45MnaExK1jod1tsV8u2AmYM19s8ZirTDdpjgBHUarsf1eJtO4XB/fYZnnn2Y9ree4/qZs1yfX2G4MUKj7uP0Y/bvfYjpvaNsrC0SBIanP3+CzY0rbGQdTj56P8Kr0uvDtSuX6YfnOHpiD/cdv58//T//DaPDPpWpaZojk1S3tuiEBathDduDA8dG2XdYceNyh1ZS0BwZJgolG3FCtNW/I/F3nOz9/rdOc33hFmkW4lUdvKqP71see3CSzz82CfEWW5sLPPu3HmL2wCRbO22ee/4UWvtE/RQ/jznSDPCKnOWrF7hx9RJrkeHcfIPLV+p8+1spV65XeOqzJ3nmcJlzb21w+eo8KtjmyIPDtDobLLVC2lFKFIdE3R5vXV7lez+4yMb2Jkpq3HoN68H0hMvPf+kIc6Mx0eYGe2bKPPPlhwiqJS5dmef7PzjHzPQ+NldWcOMWcxUX3yjeOPUKYdxnoSU5d2OW7zwX883vpBj/AF966kHuH/f47p9f59bmPCN7LL6TMb+xyWpUkOY5SRyxudXlL05d5cKVZXq9LmleYFyPcs3lxAMNvv61aRrlDnF/k8989ignHztKc3SE5198GWUl1kq21teRaZ+S6rN89R0211fwqyXWepbnz3n8/h93+YszLpXJwzz55CEOBQF/+Kdvsr6zyL4jJba2lrne6dDHI84VeZJ8/B7//IsvoFSMV6lTrk8j3Bpr3WU6lBk/8iSJt8DLZ95ken6NQ8fqZHmCKx1uXLtBb6fPG69f4fj9j3Pm2it0u4vk0SihTRjfe5zH98Q8ScpvXky5cHWB0UbA8HgFLSVjwzXWFy9R1gW4DptbG7Q21jE24I03ztDvtsk1lBqjVIfGiFXGrXaOO3aAfceO8ea1b3L29bd48tmfo9Vuk2cZ/V6PleVVlhdW6bo5e+ZKXL9wHpUkdMM6OphjfM8enple4kov58WXVxmbgLgmEYFmfavNrKwS79xivFomjlPWNzfYaid0NnfY2Vxlq9UG6VMfqeHXG2x024xlLtNHH6UR9nnpB+e5dv0mR46fJM4y8kJz4/oi45OT/PHv/wFH99zH5NQU586do1kd5dSZVRJ/kuG9+3i0tsTbyxnfeWGJb/zCFOGYRm1n7LTWKbkhNd+BoMGN5QVW1raIkx/Dx4d5itaCQlcInBJaBuT4nL+xzJuXbnDhrTe4sbTGxOwyi7fmOfv6KSqex2izwq3r75DnJd64EDI8M8aJB6e5dnmdPVNTWNZYcKs0JgIaWznLN2+hp3wef/QQI8Mlvv2Hv8OVa9dZXFklT7PBOn2hyQtDoQrK1Sb9wsPzSyArYAy9FJ575Qxaepw7f5UwjFlYXOSlF1+g19lCTQ7R63YxqmCj7bHeDZnZf4BqM8d1FU6jgnXXuVlNMbNN3Os7XDh/Bc8peOSh/YTr2zz3ree5dnOeOB2EiqVFTpTmRP2IAoPRlrTwqJbLSL+OKWJuLG1x/p0llpZusHBrExlU2Vhf4/nnv0sedTBFxtTMJPWaz415wdWVDqMzs6ysdnH8CvVSgCq26Y2HjB7yuXS9zenT29SDgC988Sjh1hV+71//IbdWtlBFgTKatFAk+Z0zr+5IfK8X4ro+UnqkaYrn+URRTJrEnDv3Fq99/1XWl5f5+ugoG2tLeL4HEq7euIrrw/Cox76jszz17P1cvfAyTzw+zMlHT3Dp1Ftst0ZYXNshDLtst5eY3nuMcillY2Od1dVVOp2Bycy0Qhs9WCaWmijqUxiJlB7WWtI0xWQxvU6LS5cu06hVePv8eSYnx4miiFa7TblaodVps7S0QKWsKEnLyc/ex33HJ7l49gUee+o+qqUaNy60WF2IuLaRECWbLK60eezh/ZhildWlRVo7LZI0I85StFFoY3EcQWELemGI5/hIxyHPFWmW0mq32Sr6XLl2jcuX3ubS5cvc/8B9BEEAwmKlYWNzlc5Om9k9DW7GBUdOHuGRx/dz69pp/u4vPoKwAdfPb/PWzR7rnQxbtFlf6zJ5coZj+yu88M4m7VZInCUoNYi7M1biunc+s+mOpWnURQiJ6w4WAzwBJjcEJZ88jqmWSlSrDd65dJFq2WVkZAyhNJcuvEPJyXjssyc4/ugBer11Tp16jaPHjlMZnSZ0LnD+5jmSuEee9zBakXZanHnpOeYXlrFa0ahUCcMEVWgUg6CHUuChjSLqtXAcF8ctE/gldB6BkbhS0A+7CCkplQKuXrlEpRzgjowiBZw+/X0m65qnvnaA/Q/s481zr/ODN15net9RKrUG88uvsr1liNsLZI6h31eIbIRTL54fhJgFHpWgRJJmKKswGN7tV0m/SyYHbeUFBUlcQucKgUO9VqNcLuP7Ae2dNufePMvI8Ciu0SzML7CyssV4vc8zXz3IQ088wMWLb3H6zGscOHgfeZxxa/k8tpuidraITYHvS+avddi4eQWdQa1cIez3iXWOEgZjwfwVEbl3Tqiwgz1lo3OELdBFTBpHSKvY2ljlkYcf5g1juHbtBliNEOB7klwZLB5BZYLjDz3C8uIyxqlwfWmd4dFRDh6/j3/1u39Eri0HDxxkz/QQr7z6PZI4Ii8s9YqH70pcX+FkFh+DIwW+lGTKICxYo9BFgjUpSdwDVWBNwdzcHk6cPEGnvcOr338NKQWedHBdB6UssfKYO3KQo8fu58q1G3Rjw5Wbyzz7tb/Nb/z+H/LqO2/g+HDy5AnWVq/wJ3/2J8RpTuD7VMtl3FKBjCyOAslAF60HQSDWGFSR4bgejjDoIiMIJBubKwyPNJjaM8mN+QXmFxaRAlynTKIFaZxRr3l84W99geGxA5z6wSnW2jFLOy2++OUv8z//6/+LxZu38Gtl9u7fR8nTXL30FhjFULWK70HgQ6YErgArDPKvSIX5K89ws7svlOcxWqUIcuq1KktL1+l2tqlWywwPNbBG0g17hGkXWyhi4Ozbi3z+az2UcGiHMVnWZn5+njSLwFM0GlXGh12uXX6TPC9QCDJj6O+EYAq0NeQqR6JwEARSoqQY7AQagxGKLIswJqVScoiiFi++9AKVcoXx8XEc6RHHKd2wQz/JkUBWwGtnr3LkwWeI04Iwyjj9+ln+rbVV8qyL8GNm987Rby+TRl36uSEzgl43YmunixWK3GqsLZBYfCnRWAr17kFSkGcZUb+H78PQUIUzZ16lXPIZHq4TeHXyTBOGIb0sxmIIhM/ypubKzS2emXmInU5EGGfMLy7ydBGjTIR2chrNMawOWdtYQylFnGV0whgwaGNQOkeicaQcbPb8OMQPyDekUQ9XGqYnmszNDOOKgn64RRw5OK6L7/lUKzWGRwfHuGRJwvL6Ks+/8DxHjt2HXwr43DNPsmdmkotvnaUsFSppcflSm163i5ACxxVIWaAY7MuDBSExeFDk5EKRawOIwQE11tBvb9GsB+zfO061LEmiNnnaRUoX1/UoVypMTY8hpKTIc/q9Lj848zqPPfU0pVoVr+wzPtUkDXv0e20ckRJFW6yHPbI0pex64EKRWxJjsXaQ6KCswGoNOgcpQARgLRbQRUrUXmf/3mlGR5vYIidWOVmS4jg9giBgaKTBmDeEUookium027z86hvc/+BjRGmMV3Y4duwgVhUEnoOwGXm8QysW9MM20gXhDixgkYuBZcaitUWaHHHnINuPRrywFkdoJsdGmZkewXEtiEG4sDEaoQWpTkmzFBEKXMfFcwKqtSrr6+tkhabZbPLUU0+ijebKlWtEUU4UxyRxMkjUwOJ4DhpQSqKVC9YicRACXA+kdAZZ47vUSxT1Spm9sxNUqwEIjUCitebdo9yKbk6v38FxHDzHp1wu0xxqsrGxgVKKSqXM8ePHWVpaYnNzG6UM84srKK3AQioyhCPIFejCeY94KVyEa3EcjUaQvaeXwXcEk+PDjI5WcdxBooUxg6ARgDhWxGmEdAdJIoFbYmJylHq9RrfXY3JqivGJcWb27OHKlSs4jiSJE9qdLmU/QFqFdEFZUFqgFYiBTcQRFiE1QuQ/PvFSwsRYndmZcYJAYo1GSDuIiwNg0OBgsVpRKOhELVRhCYIy3z91Ct/3eOWVVzl6+DDC88k15AoKIykKjTUGkQusEAPyzCC4UAiB3GVeOD7COGA0QggatRL756Zo1KtYNMIOMnsEAiEGwxshBNZqdJET90MWOxH12hDHjj7AO++8w8T4OI7j0EtiNA55YdEKigK00hTWIKRESAdtBiFi8JfkO66LwAw+SAG+K9kzNcTU5Mggo8cM/t+RAsRgzIQQYDWmMGSFYrOf0Q8TRsf2sHJrlUq5wqGDh9jY2GD+5jzS8RGui8lywjgZjC2kAOkghI+1Fq0V1hokAld6SOfHMPXvxsDVahX2zk1TLvkIYTFmUOl7VVuz+1KglaHIc7I0xfMrGGNIk4i1tQ6tdovnnnuOXi8EKanUqkhvMFUsMoVSFmsGoVtaG4zRA9Idl0RBwSBdC8BzXWZnJhgaagzacbeHC3hPF9h1C9pSFIo8y8jSFFcmXLp4kbNvniUIfJaWF0nSlG4UEZQrCMfFyXLyLEcVFmPBqoFeSutBWpkQGGEwWiE9d3BooJSMDjeYmR7D9wdnKppdj/WuTtZqpJBYLEZpVKF2I4U162sbfP/7p3A9yZtvvsnp06fpRwmO41JvNLBCkmfZINDSWIRmN8bQoo3GWoMVEqMsVv0YCRXCKqR0cB2JI130u373Xb7fnTSIQQ8wxpKlGWmWkWQJyU6PNFZ4vksSx4N8NyHodDv0wxitNAZwXZdms442g4FRkqQURYE1FrPb442wpGmGkBqJwNn14caY3ZMgdz88O8ilA8G7QShpWpDnGVmWk6QJcZyzuLiAKnKyPKXQBf1+n3Y7RCk1cD2OQ61WQeCS7eqUZ/nAtSEwCHxHoA0UhRqEUAG+P4jTU8q8p5PdjUPk3bbSgxy3JE0p8oI4TkmSlGvXrpKkMffddwRrLJ12m3anR5pmuwNHQalcol6rkRc5aZJR5AVa60FcIgYjwXU9tLrzsP6OR6G4rmcRAs9zqVUr/59wnoHRu+3e/mVP1VrvXluEAMdx3ltUUEqhlMJaizED+VIKpHSQUmKt2C032PcLGQhCSkGtVt0NLf5hnX7oBWEQLav1rl6DyFbXcUEMXIF0nEEGT15gzO74gIHLkFLiOA7GDkz/D7eX/aFuIISgFASUysEHnpYobtNv0FZ6N9FRY/TgXYMgYHJqkn4YEvb7gyBLrbHY91yfkALHcRCIQYKmNrv1Wv7SEUFRpB9q7+9I/E/3YITbm+lOv/0k8UHt+NM+O+LDfbm15kML/xqfxf5BDfrTbuSftvwPwsfT6d6JGHcp7hF/l+LeOXd3Ke71+LsU94i/S3GP+LsU94i/S3GP+LsU94i/S/H/AmJg9O2A/ggiAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls = get_action_dataloaders(instances_path, bs=32, image_size=64, seq_len=5)\n",
    "dls.show_batch()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A Baseline Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will make a simple baseline model. It will encode each frame individually using a pretrained resnet. We make use of the `TimeDistributed` layer to apply the resnet to each frame identically. This simple model will just average the probabilities of each frame individually. A `simple_splitter` function is also provided to avoid destroying the pretrained weights of the encoder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SimpleModel(Module):\n",
    "    def __init__(self, arch=resnet34, n_out=101):\n",
    "        self.encoder = TimeDistributed(create_body(arch, pretrained=True))\n",
    "        self.head = TimeDistributed(create_head(512, 101))\n",
    "    def forward(self, x):\n",
    "        x = torch.stack(x, dim=1)\n",
    "        return self.head(self.encoder(x)).mean(dim=1)\n",
    "    \n",
    "def simple_splitter(model): return [params(model.encoder), params(model.head)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{.callout-note}\n",
    "\n",
    "We don't need to put a `sigmoid` layer at the end, as the loss function will fuse the Entropy with the sigmoid to get more numerical stability. Our models will output one value per category. you can recover the predicted class using `torch.sigmoid` and `argmax`.\n",
    "\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = SimpleModel().cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x,y = dls.one_batch()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is always a good idea to check what is going inside the model, and what is coming out."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "type(x) = <class '__main__.ImageTuple'>,\n",
      "len(x) = 5 ,\n",
      "x[0].shape = (32, 3, 64, 64), \n",
      "model(x).shape = torch.Size([32, 101])\n"
     ]
    }
   ],
   "source": [
    "print(f'{type(x) = },\\n{len(x) = } ,\\n{x[0].shape = }, \\n{model(x).shape = }')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are ready to create a Learner. The loss function is not mandatory, as the `DataLoader` already has the Binary Cross Entropy because we used a `Categorify` transform on the outputs when constructing the `Datasets`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FlattenedLoss of CrossEntropyLoss()"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dls.loss_func"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will make use of the `MixedPrecision` callback to speed up our training (by calling `to_fp16` on the learner object).\n",
    "\n",
    ":::{.callout-note}\n",
    "\n",
    "The `TimeDistributed` layer is memory hungry (it pivots the image sequence to the batch dimesion) so if you get OOM errors, try reducing the batchsize.\n",
    "\n",
    ":::\n",
    "\n",
    "As this is a classification problem, we will monitor classification `accuracy`. You can pass the model splitter directly when creating the learner."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = Learner(dls, model, metrics=[accuracy], splitter=simple_splitter).to_fp16()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(lr_min=0.0006309573538601399, lr_steep=0.00363078061491251)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>3.685684</td>\n",
       "      <td>3.246746</td>\n",
       "      <td>0.295045</td>\n",
       "      <td>00:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2.467395</td>\n",
       "      <td>2.144252</td>\n",
       "      <td>0.477102</td>\n",
       "      <td>00:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.973236</td>\n",
       "      <td>1.784474</td>\n",
       "      <td>0.545420</td>\n",
       "      <td>00:19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.467863</td>\n",
       "      <td>1.449896</td>\n",
       "      <td>0.626877</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.143187</td>\n",
       "      <td>1.200496</td>\n",
       "      <td>0.679805</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.941360</td>\n",
       "      <td>1.152383</td>\n",
       "      <td>0.696321</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fine_tune(3, 1e-3, freeze_epochs=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "68% not bad for our simple baseline with only 5 frames."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.show_results()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can improve our model by passing the outputs of the image encoder to an `nn.LSTM` to get some inter-frame relation. To do this, we have to get the features of the image encoder, so we have to modify our code and make use of the `create_body` function and add a pooling layer afterwards."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "arch = resnet34\n",
    "encoder = nn.Sequential(create_body(arch, pretrained=True), nn.AdaptiveAvgPool2d(1), Flatten()).cuda()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "if we check what is the output of the encoder, for each image, we get a feature map of 512."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(32, 512)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoder(x[0]).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(32, 5, 512)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tencoder = TimeDistributed(encoder)\n",
    "tencoder(torch.stack(x, dim=1)).shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "this is perfect as input for a recurrent layer. Let's refactor and add a linear layer at the end. We will output the hidden state to a linear layer to compute the probabilities. The idea behind, is that the hidden state encodes the temporal information of the sequence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RNNModel(Module):\n",
    "    def __init__(self, arch=resnet34, n_out=101, num_rnn_layers=1):\n",
    "        self.encoder = TimeDistributed(nn.Sequential(create_body(arch, pretrained=True), nn.AdaptiveAvgPool2d(1), Flatten()))\n",
    "        self.rnn = nn.LSTM(512, 512, num_layers=num_rnn_layers, batch_first=True)\n",
    "        self.head = LinBnDrop(num_rnn_layers*512, n_out)\n",
    "    def forward(self, x):\n",
    "        x = torch.stack(x, dim=1)\n",
    "        x = self.encoder(x)\n",
    "        bs = x.shape[0]\n",
    "        _, (h, _) = self.rnn(x)\n",
    "        return self.head(h.view(bs,-1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let's make a splitter function to train the encoder and the rest separetely"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rnnmodel_splitter(model):\n",
    "    return [params(model.encoder), params(model.rnn)+params(model.head)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model2 = RNNModel().cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = Learner(dls, model2, metrics=[accuracy], splitter=rnnmodel_splitter).to_fp16()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(lr_min=0.0006309573538601399, lr_steep=0.0012022644514217973)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>3.081921</td>\n",
       "      <td>2.968944</td>\n",
       "      <td>0.295796</td>\n",
       "      <td>00:19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.965607</td>\n",
       "      <td>1.890396</td>\n",
       "      <td>0.516892</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.544786</td>\n",
       "      <td>1.648921</td>\n",
       "      <td>0.608108</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1.007738</td>\n",
       "      <td>1.157811</td>\n",
       "      <td>0.702703</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.537038</td>\n",
       "      <td>0.885042</td>\n",
       "      <td>0.771772</td>\n",
       "      <td>00:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.351384</td>\n",
       "      <td>0.849636</td>\n",
       "      <td>0.781156</td>\n",
       "      <td>00:25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fine_tune(5, 5e-3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "this models is harder to train. A good idea would be to add some Dropout. Let's try increasing the sequence lenght. Another approach would be to use a better layer for this type of task, like the [ConvLSTM](https://paperswithcode.com/method/convlstm) or a Transformer for images that are capable of modelling the spatio-temporal relations in a more sophisticated way.\n",
    "Some ideas:\n",
    "\n",
    "- Try sampling the frames differently, (randomly spacing, more frames, etc...)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A Transformer Based models\n",
    "> A quick tour on the new transformer based archs\n",
    "\n",
    "There are a bunch of transformer based image models that have appeared recently after the introduction of the [Visual Transformer (ViT). ](https://github.com/google-research/vision_transformer). We currently have many variants of this architecture with nice implementation in pytorch integrated to [timm](https://github.com/rwightman/pytorch-image-models) and [@lucidrains](https://github.com/lucidrains/vit-pytorch) maintains a repository with all the variants and elegant pytorch implementations.\n",
    "\n",
    "Recently the image models have been extended to video/image-sequences, hey use the transformer to encode space and time jointly. Here we will train the [TimeSformer](https://arxiv.org/abs/2102.05095) architecture on the action recognition task as it appears to be the easier to train from scratch. We will use [@lucidrains](https://github.com/lucidrains/TimeSformer-pytorch) implementation.\n",
    "\n",
    "Currently we don't have access to pretrained models, but loading the `ViT` weights on some blocks could be possible, but it is not done here.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Install"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First things first, we will need to install the  model:\n",
    "\n",
    "```\n",
    "!pip install -Uq timesformer-pytorch\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from timesformer_pytorch import TimeSformer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "the `TimeSformer` implementation expects a sequence of images in the form of: `(batch_size, seq_len, c, w, h)`. We need to wrap the model to stack the image sequence before feeding the forward method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MyTimeSformer(TimeSformer):\n",
    "    def forward(self, x):\n",
    "        x = torch.stack(x, dim=1)\n",
    "        return super().forward(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "timesformer = MyTimeSformer(\n",
    "    dim = 128,\n",
    "    image_size = 128,\n",
    "    patch_size = 16,\n",
    "    num_frames = 5,\n",
    "    num_classes = 101,\n",
    "    depth = 12,\n",
    "    heads = 8,\n",
    "    dim_head =  64,\n",
    "    attn_dropout = 0.1,\n",
    "    ff_dropout = 0.1\n",
    ").cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn_tf = Learner(dls, timesformer, metrics=[accuracy]).to_fp16()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(lr_min=0.025118863582611083, lr_steep=0.2089296132326126)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn_tf.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>4.227850</td>\n",
       "      <td>4.114154</td>\n",
       "      <td>0.091216</td>\n",
       "      <td>00:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>3.735752</td>\n",
       "      <td>3.694664</td>\n",
       "      <td>0.141517</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3.160729</td>\n",
       "      <td>3.085824</td>\n",
       "      <td>0.256381</td>\n",
       "      <td>00:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2.540461</td>\n",
       "      <td>2.478563</td>\n",
       "      <td>0.380255</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1.878038</td>\n",
       "      <td>1.880847</td>\n",
       "      <td>0.536411</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>1.213030</td>\n",
       "      <td>1.442322</td>\n",
       "      <td>0.642643</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.744001</td>\n",
       "      <td>1.153427</td>\n",
       "      <td>0.720345</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.421604</td>\n",
       "      <td>1.041846</td>\n",
       "      <td>0.746997</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.203065</td>\n",
       "      <td>0.959380</td>\n",
       "      <td>0.779655</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.112700</td>\n",
       "      <td>0.902984</td>\n",
       "      <td>0.792042</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>0.058495</td>\n",
       "      <td>0.871788</td>\n",
       "      <td>0.801802</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>0.043413</td>\n",
       "      <td>0.868007</td>\n",
       "      <td>0.805931</td>\n",
       "      <td>00:42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn_tf.fit_one_cycle(12, 5e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAH4AAABSCAYAAACSTWDFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAiWElEQVR4nO2ceYwcV37fP7/3qqrvnuHM8L5FUZQoUZIlSyt5117tetfZtWPYCzhIEG+SXcDxBcMBkjgHkMMGDBg2nBsOAiSxY2Qd2EHs+EqMwEbseJ342kMSD/E+Z8i5p6fvrqr3fvmjqnuaI5GixJXIFfkDyOmqelXvV+/73u/4/l63qCoP5cETc68VeCj3Rh4C/4DKQ+AfUHkI/AMqD4F/QOUh8A+oPPDAi8grIjJ7i2vfLCJn3m+d3g+574AXkcsi8omx478iImsi8tH3WxdV/aKqHnm/+30/5L4DflxE5G8APwd8h6r+n3utzwdJ7lvgReT7gX8G/AVV/X8ickhE/reIrIjIsoj8kohM5m1/TER+ddP9/0ZE/mX++fMi8oaItETkooj8wG36/VEROSUieza7gdwa/V0ReV1E1kXkV0SkOHb974nIDRG5LiLfJyIqIo9+bUfmaySqel/9Ay4DvwosAM+MnX8U+CRQALYCfwj8y/zaTqADTObHAbAIPJ8ffwdwCBDgo0AXeC6/9gowm3/+x8BXgK2br43p9mfALmAKeAP4wfzap4B54EmgDPxnQIFH7/WYvuU432sFbgF8E/gNwNym3XcDXx07/h3gb+af/yJw6jb3/jrwt8bAnQP+OfBHwMRYu7cC/rNjxz8D/Lv8888DP7Vpot63wN+vpv4HgceA/yAiAiAi20Tkl0VkTkSawBeAmbF7fhH4bP75s2QrjvzeT4vIn4jIqog0gG/fdO8k8P1kwK2/jW7zY5+7QDX/vAu4NnZt/PN9J/cr8IvAtwLfDPzb/NxPka2gp1W1TgaujN3z68DTIvIU2Yr/JQARKZC5jp8FtqvqJPA/N927lt/zCyLy4Xep8w1gz9jx3nf5nPdF7lfgUdXrwMeBT4nIvwBqQBtoiMhu4Mc2te8D/w34L8CfqerV/FJEFhcsAamIfBr4trfo7w+A7wX+u4h86F2o/F+Bz4vIEyJSBv7Ju3jG+yb3LfAAqnqNDPzvAULgOWAd+B/Ar73FLb8IHGPMzKtqC/hRMmDWgL8K/OYt+vtd4PPAb4rI8+9Q198B/jXw+8B54I/zS4N38pz3SyQPRD4QIiL7gNPADlVt3mNdngBOAAVVTe+lLm8l9/WKfyciIgb428Av3yvQReQzIhKJyBbgp4Hfuh9Bhw8I8CJSIUsBPwn803uoyg+QxRIXAAf80D3U5bbygTL1D+XO5QOx4h/KO5f7FngR+QMR+b6vwXN+Jy/23BciIj+Z1xrm3771eyf3HPi88NETkbaILIjIL4hI9e3vvDNR1U+r6i/e7XNE5EBedGmP6frbIvLJd/CMvcDfAY6q6o671elu5J4Dn8t3qmqVLE9/AfhH91if28lkruszwO+SET6fu8N79wMrqrr4Xil3p3K/AA+Aqs6RFVueGj9/lyXZkcsQkc+JyB+JyM/mmzsu5Uze8L6DIvKHefn290Tk50TkC7fQdV5V/xXw48BP5+kkIvIPRORC/oxTIvKZ/PwnyCbKrtxi/Ke7H7F3L/cV8Lkp/Hbgq5svkXH1u4AnyHjwH8+vfYGM1p3MnxEAf5kx9m6TfAg4Q1ak+RngPw4LQeR0LzCdP/+v3YHavwZsA4Y7dS6Q1RgmgJ8AviAiO1X194BPA9dVtaqqn7uDZ793cq/Lg2SlzjbQAK6QFWVKwB8A33e3Jdnx5wCfA86PXSuTFX52APuAFCiPXf8C8IX884G8bbBJl2J+/sO30PVV4Lv0Lcq8D8uy8N2qOqmq+1X1h1W1N37xbkqybyGjaFpVu/nHKpk1WR07B3dWWt2d/13Ndf3rIvKqiDTyEvBTm3S9L+R+Af7t5F2VZN+h3ACm8sraUO6ktPoZsjLyGRHZD/x74EeA6bwEfGKTrveFfL0A/25LsncsqnoF+BLw4znf/jLwnbdqLyLbReRHyCjif6iqHqiQTdClvM3n2RSo3i/y9QL8T/AuSrLvQr4XeBlYAX4S+BXeXFZtiEgHOE4WiP4lVf15AFU9RbZB9I/J9gweA/7vXejznskHhqt/L0qyIvIrwGlVvZeFn/dEvl5W/G3la1WSFZEXcs7AiMingO8iix8+cBLcawXuVvKS7AJZKvipu3zcDjI3Mg3MAj+kqps5hQ+EfGBM/UN5Z/KBMPUP5Z3LQ+AfULmtjxeRh37g61hU9ZbE0cMV/4GV25OFX2dRvZARY3fSbrPoba7d6vrX0uDdTqe3u/611+m2wD/3/NMIApJV8WSoQ17FfJOquU6qmjXJ/gMUzb+gORQZuyX/chyMZxgiWXsFJetbDDC0Xm/RflRc3TQ46jf0MsaMOtdcr2Hzze+jue43vW0+FqO+hVErEcmfpeiwPzGjpyH5kOiwWX6nyIZO46rnB+MGW1Typ5NhM3q6bnrt20+Q2wL/93/sh3HeIwLDkrWIjHWYDcAQ3qGi3nnEGAhshpYqzruxCSwIigxfDBkD+OaXUfV47zEC9VoJp4ZOb4D6DRAlH9EN3B0gGEBUh1hkk8wa1BgEcM5nZcp8+mVzNQdaBa/5O8n4lMjeWcn6DyNDpVJhrdHGOY8dTqzhvDAbiEr+fjJUyGRnhgtktC1AsvYuddkCMEMNwarBe58P9ZhFGL4nYATs24RntwW+WIxGq1Ruevn8WBXUI4AZDVw+QYzBibzJmHnNZzhZTTirDzOyCG/mFbIlWSwW2L9nJ/PLaxkgm3UZNVcEmw1ADv6wjYjgjcHnx977kS6Kz0AZDuJtdcr0stawdds0URTS7ydvanezXn60QIZjpSYbHxGD5vqJevKzuBztkc1QZXjknLuFXlmL4G2it7eL6m9SftiRqmaDBtksNoaRHcjNlo6sQf5CAKRomqAq2CBEhmZQhpZb8F43WXAhtJYd27YTRYWNlT4mQ7289zjnsMYQBHbjGeTmMVvKI3CNZKtDfIrrNEkTjy2WCYplVBQvWWvvsvtG1l0y8ErFIhO1CVqt5i3HaqgX6jFi0NyqG8nXfz4bhhZTcr9kgQCPSRN6rTZx6giLFcJKDS+ZJclfB+/1pr6NCJXqeHX5zfKOgrvxh3vvRwoPzb8RwaOoyV/CbQAfaEp/bYHG3DXWmz1MbYpdRx4nCMOsfe4eVX1uXQURQ2CEiVoNAyzOLxDH8S31stZuACBmZKE9Q5eiowEm65LQpbjVBbqXL7C82mbdFNj71DFqM5OY0eTJJ7pkigpCIQypFEtcu3wlDz5uPVbWWsDmk0Fzn52BPopx0I2YRsCoJ3Ax6dINelcvs7jWZt0X2PfMs0zu2IYJJHODuvEERBBVSoUCYRjeFst3FdWLCEEQMIyMdMwPDl84M1264Tf7HYqrDYora8wtrHB27SyHnXLw0CNExQgbBoCMrZTMl/WTlEbDsbi4yBOPP0asDQZJ681KDc1ibg0y3y1j8ckoohsFWAIQ9yg12/SbPdpLK5xbXudGu8s3ffybKZRKGJuBbcSM3FZjfZ21pUUmJibYsWM7E5MT9NbW3lInZWM1jvQQHU3uNw+uQSRFfQyDHsV2F9Ps0Vxc49zKOqteefGjHyEqRYDincfaCERI05Qbc3Okg5j6RIWXvuUzt8TwzoFXRlHoyFnlL6KqeBE09+ne5+ZqFLw50kEPGm3ml5rMLa6z0ulRv77I4SNPYIIgzwQEEwSg0G51eOONN2i3mhw7+gQz09NcunyNZDzYGovI3yobUsg9dzYRkiRFUAKbreRAwPk+vUaDxaUmc0tNGp0e2mhhiBAJUM1WujHCIE44e+4sVy5f5rHDj1Kp1+h0u/QGMSaKNjrN/2qu1/DdRtjmPn2kvio4lwWckgeHxuATR3OlyfWFdWaXm6z2YgqdDtYG+RCYbAGKodFocPLkKdR5jh59gqmpidvCeUfAD02QjB+TzVhjspXp8uheVen3+6j3BLl/DgLotNqszc1xY6XJSmfAIFUq5QpBGGaRrypelSROmJub48zps2zbuo0XX3iRWqWE954kSVBrN0XZMqaT3uRrxwMz7z39fh9BCYMgN79C3HcsXptncXmd9sDTT2BXrU5YiLBGEA/9wYCltVXOnT+Pes8LL77Ilok61lrMsK+bBmyo1zCVGAsuvc998oZ+cTwA77HWYm2IMYInpDfwXLwyx9pKhzgWNIVapUohCDPgUs9yp8m163Ncu3aN3bt2cfjRwxQK0VvTAncK/Hgwp14RTKb8MALO0w7vPS5NsUGAcw7nUqyxOagGrx6CCkvdFOdDcJZCYNk6s5UoCDE+RgYxF+fm+PKJU1TrdZ5/7jmmpqYwkqcy1r5Jr+HkQyFNU5As8LPWjCJ2EUO2K0oJApulhkEGupiAMKrSDwu4oIBLeoQmZOf2HQQCUTzANVu8+uXXOD07y8sf/QgHDuzHGAH1KEqSOsRYzE3p00Y+l6QpzmXflDYmW6GZ+zGjyRAGId47bBiiXknSzMoEhTI+KqKFCr31HoEN2LtzD6GA7bTpLC3zv37/97H1Sb71E99KrV7F5Nb47aqub7vis5xxxDhkZstkCqsqaRqjCiYf7DRJcEmCBEpiDD5Ns+TKBqwnKeu9Ae1uF1cKKYQR8WCAba6wfukqX3r1NYLpHbz04stUqoU80NuIplXk5tU+xll49RuEhzriOEZVsdYSBAFJktDv9zHGYKwhDEMcgkUYqLK43mC126ZvII4HDHoDmgvXmTt1mjNnzvLEyx/hkYOPEAQGxaGaxxJYjNmYlBnumWJePXE82BQUO5JkqFuAtTkEziNB9sSMCvCIgUGaMr+2xFq3RRpZuv0u3XaXtYtXOHf8dVqLTT7+TR9janIKL2k2Zvi7W/GQzVLVIbGSh6EGTJ5OeB1OhswEB9ZSKhZGQGURvSdMImYma1y6eI12OkAHnhMnjtPstejeuM7C2YssdTsc2XuIgs1m/shdDgmNPJUb6jSMIEDyKDaPE0wWfI771jAMKZfLecqU57o+piApB2YmOBO36aYDUms5c/oMq6vLaHON9uIaSZLQWFoh7vaxtRI39ZwvgKFOw/MIGDGUy2WMMTcFeIVClMdBgioZ6aMOyYkqBYxPKDPg8O5pLpw7w8AnqA84cfwEl8+fI2h36XZbWIX5q7PsObCHoDhuFe8C+JvzUvA6zGFHDUDynFmGVsBnoClECmHcRVurRJ0OLx7Zw5XZKyxf62FMxNXz55m9coaj27exa2sNsw5zF85xcfdODjxxCGuHqyobyRHBMiY+9+1GBGvNSAcwGJOlUhkRk6LeIwoBSrHfR9cX0dYqj26rcOmx/SyduIIPinQaDaK0x9E9W5ncOcPsUoMLVy/xxmvTHH3hWaLQjtGoN+fv2VgpqpkrHMYBN7nNfGZsmGWX8Qp4iqmicYd0fR7XW+PIvgkuHz7A2ulZnInorbWYChIeOzDD9OR+jp+fZfbcGaZ2bOPQ0UcRkwXZb7Pg34GPzwdZNCMPRjMqN7/Dmc9wlakn7PXQhVlMcwkjjompKZ54/DGWekondmyrV3hs31Ye216jGFiW1jv84fELfOVP/xRTCth/8MBN3Lqo3KQX6BiLp4jfDMIw6/Bjp5TCYAAL19HmAuIGmJkd7N6zny032sTesXdLnf3bahzYVic0lpmJAo32GqdfP05YLfPY0cewgb0luZUtktyyiMe/Rdqmeb4uOdEFECgE/TZucY6guYyNhH7BUpuaYWqqS2AD9mypsXemws7pKqjnyf3bWfnqOU596auU62V27t31lrzCZnn7qD7POfSmw43ihhizKXLN6VJ1SL9Jr71K2utQLU/QbDravZh9e3ZQr9WpG2GyXmCQKL2eY9e2nRzb2+GPz87z5T/5cyYnJpmamWbYu7FZoLgxyOMDqfghqzdk2EyW22a5fU4IqUO7TVqNBbrNJmGpzPmL81ydW+HY4b3UKiWCfh+xcGO5Ra+X8ORjBzm6cwdfPDvHya98lR07tzG1NdNr6N+HpnsMxzy11VHWssH7D9nDoVsQDEKAx3XarC+v0Ov1ISoxe/4iaZrw4WePYEhxvS6pV87PLoFXnji4m531OU6tLHHqtePMbJshKhV5O7n9ivc5ojrk4fMB1SHlJKhTYp9F1GEYYsUgXgkGHdzaApfPXaAbVBikXZLUc2D3DEcO7SXuDWiuNbl+Y56rczcYxAmvvPwiO6emqQcLzM3Nc+b1U7z8yocRm68kyanXYf+bKgHqlDR1G5yAVZzPgA/DEKtKIenjW6tcuXCJlSQkcR3q5RJPP/EI5XJEmvRYbwy4MrfA2XNX6PRSCpUqk7UaFQs3bsxz9sRpPvQtL2XkTg7mkNcfo+I20kqfjaWOagNkmYfqiLY2OMK4Sdxa4cKVq6z0s8n6+CO7mJmqY4wQp12WnXLl6nXeOHcZMSHTW6bYUt+CXl/j6vlLLB87yp6D+7JA+DZy5xsxhvTs+MQY4+zVK9450jTFD7oky4usLq0z3/acOreIGwgvHDnE1kJAMekT+pRu3Of64iKXFtZICjW6QZmrKw0QT7vV4uzZM6w31jdy8U1pnIjB5GmRyTkFa20GsrUw8rEGo4JNB7jGEitrLWZ7woX5BtVKlWNHDlEWjx10ER+z3umyuNxgpTOgvH0npR27udZJiI2w3mlz+eoVkjQZubchYTWqSwz/AUZBNItBgiAY6Ug+bzPX4JGkh2uusbTe5lpfWOjG7Nm3nb27JvFxE58McLGjsd7m+sIS631PZfte4uoWlrzQU1hdW2N+fv5mpvIW8jY+npHPltGr5QGeyVafOp+VP1FwKa7fp7u6zPK165ydXWRi7yPM1BoYYprtNnG3SX2iRi9xLK21aHc91fo0jxw9xo4nnqK6axetifMsvH6CqekpojAY8+keYzKVfe7ch8UOIyB2WOFiFGRmQZPium1aK4usXZ/j5JlLbNl1gKcPl2jPXmRxeZ6k26VQKuANLCw3WW8nlKpb2HvoENMHD1HdvQe7bz/m5En2HTxIYId6Dc32BpEjytiYZWdlOAv8cACzgoxVwSYpvZUGX3ntIifPXuLx559jdyQ0Fq5x/UaBZqtFoZQSO5hf6tDpQq02zf4jR5h49BBHd+8k3LuH+YUFDhw4iDrPrTdd3QHw45Z0PJ42RvJoFLwoVkG80l9uMHfhIstraywsNNhz+BFeeOkFrl06y7XjX+HS5SskzjEZe5LUsbi8Tq/rmZiZYd/+/UipQLm0nWe2bePRZ54miiIKxcJG+uR9znNvpFCZbqMYE5FMp6HGQQqD9TZX3zjD+SuXmJtf4ZHDR3j+pQ/Raa1xevYiZ85ewKUppVqVICwyv9Ch01FKkzX27N2Ljyw+KLDn0UPsfeQgNrB49ST9JE8vLdnX8ofppBkbQs2TH8mCYjLAvXjUOZLVDpcvXOL1E28wv7zK4SeP8uSzz9BamufC5fOcOHmK2KWU65OkXphfbDMYBFSma+zYuRVvoVCtcuy5Z3nSeVQ9nW4P7qYeP6RjYcMkmZwyzVaUI/SecuJZn1/m5OsnOHv+IgnwkY99jMNPPYETpTpZpxxFuG6TJB7Q7xZodWLa613UBZQqZWoTdXyaoiYbrHK9igKpelySZgxXFOJcFkSN589DYmm4wr3zBAbKztOeX+HU6yc5efo06/0Bz3/Ty7zw8ocISwW8T6mWa2g/ZhB3qZRCmoOYXj/G2hLV6gSTU1tw6jFGsIUoq0D6jAn0mpekx+jYDbBlVA4eTUMRVDw2iSl3Y25cX+Tkl49z9uIFTKnI088d46WXP0xQK5HGdaqVOprGqKbUJipcX2wQJyk2KrBlapKZbdOEhRCPYCSbjApY57h5J8Q7BP4m3jsvJ+abirKZjqfQ7xHcWObaa6c4feo0aaXCN770MoePHiGMDJBQrxepB0KpYJEoQqyj219HfIyNQrbumKFUK6AWZJiLI6j3WSFVwtE5MYbABhsbEURHJBKqWS3eQGnQJZhfYPbVk5w8dYGeCXjm2W/g+eeeoxgFqMZUKpZ6tYhpKtaAugHtVhfjB0homZypU5+so6G9KRgyIggWE4ZZ3z4L6jaIGsVrxr3L0I97l8VDmhK2G7TOXOT8Gxc4e22e2FoOHzjIN3zjN1IsFXE+oVaMmC4VCJrgcHQ7K/Q7LazrI1HE9I5pomqJPJfAq8sWxbBQdjcETpqmY7mq3sTNe++JOx2uX7pIemOeqFLmE5/8JOWt09QnKpj1FfxKF9tpU0oGHPWGemKwauj0e0Sxx0aWhjh2Tm3BWkNqcxcyVtrKSBAzKmioehKfjHR0zuO8G5lY5zz9To+5K5dIrt/A1id45du+DSlYtk7WCNvL6PoA220SOs+ROKbqhFKqtLodSv0+3jrWTMzOLROEkSU2no3qZDYeThScx7msJh7acGyRkFcDk1FlT1VJ4gFrK4usXrpMset57JlvYPuTnsTH7JgsU1mbQxvz2H6XaJDwaLdPfeDxPmEx7uP7fYqqNBmwfXqSwFpSyUA2ANaigEtvvTvnjoBHhwZDbzrWOOXM2QucePV16sWAZ58+xoGdUyRrSyQLZzFX17EeSj5hSyqk7QGttQ4BMFO1THjPRKHG3m0V5tQSoiSrDbRSRK1gAosjAGPy1G1IJtzM3A0nQ767jiT2XLxwma+++hqGhOeOPsnhPTuJr1+hsr7ERGOQ+VcfM+E80vW0G11Mr8+WWoGytVSKkxzYWmAuNRAZ+qvLJKHFWIsRiwYRYiwuMFgRAjGouZlYGrFzKngBl3q67T5f+vM/Y3ZhjiOHHuXQ4/tQlxJev8gO12FqaUDkBzifUnUBvq101toEacJU1bKlUGJHpUaDErNqibySLKzgbdaHF8GWq2hgM2ssm+oH7wR4EZMHU8N8HtYaDU6cP0t7dp7H+im7kgEHr8xyoNMg7DaI0jYuHeCco9PvYVLPhC9QDIt0rbJESt8LfRV6xQKybTttn7L6+huEYglKBYrlMtTqBJN1pFwkNZr7dPIVZEY+fug7260Op8+fY3VujidTxzaXsPPaFR7pN6gnbYKkh6QpLk3ppgPifpe6LRKZgH6pwgopbQdOlbhoKezcTtMIjTfOE6RCIYoIbYgpVwi3TmEmyvhiMJqMwzLrxqzMTH/qPHPXb3D6whn22IBHTJno/AUmmmscqhaZkjahizGJJ00GNHtNfAz1oEYpiHBGWFVPL1X6Cr2JAszM0PYJ3eNnqUiAKQSkDtJanWj3VrRWwtzNDpzG2hqTW+oI0O8PuHDxEteuXWPX3h28cuQwW49fpLl0A3/xCgvXQyLjCQQUAyJ4KZGKsqKeBEeiSpoYEgyJWvr9hN5am456aHcIYocEIUmpRKmyBb+lDTsm8VuqmMBibPYyPt/5Cxkzd/XqVc6fu8DM1i18+6EjTB0/T2upRdJeZmlxnVbo8xeNMF4hiEjEsJ4osfc4AecsXUK8GOJY6PUc7aSNtnvYVp++MZSLFYqVKmkvgZk6ZusEQbmMB7zLagFhGOZFWWV1bY2Tp04zGMQ8c/gQT7UTSjdaLK81sINVkkhYC1MEiyPLjIyp0FfoJgLOMxDDwAsDMcQExAOlnxo6vgfr67QHjoK1VApVosSSIPiZGnZq8t0DPz83S7V8iHK5xO9+8Ytcm19m1+7dJP2UyxcuMXfuChdbHWIbUSkKpWLERBRRk6wmLoEiJvOHaR4FezIixqmQEuNW1vNtzDAw4Kyl3WkSNDskywG92ZBwz05stYSXgHTQZWqyztbpKSqVKl/68lc4/sYZwnKZ2HuON2epX5jlSqNJ2xpK5QITpQL1IKQoA0piKAYOrKEvSiqKI6v8eU2zyUSfdK2NG9UeFG+FTrdF0CqTrC7RnSugO6YpTE0hVpiZqlMtlSmXyxTDgNXVVX7rN36bgRd27drFiTPnWV1qMHFujvPtJj4qMlkKqBWjTDdjKQiEVugFSmI9eIfzSqKKU4/6FCSmv9ImBXBZFtExhjW7jiyvwHyBdi2iN13nez57a2xvC/wrr3wMY+DkqRMAHDxwkKhQQNWwKKDW0zJKxycsdj3a7VGNIorWEAYBZSsUwmBES4LiybjrjAqIccCI4zaGGI93imqXgUAzNLQay/RFUQn4+Ld8mGNPPUW9UuHcuXMszC9QKBapTkwytWWaZrJIp1yk1e3T9MpqrCwlPYphivVQsIZ6BIUwJAW8EYxqxrABBsUbJdUso9B80FMB9X2EHj0R2kVDkrYJ1xvs27eXxx9/HItQqVRoNda5du0ENogIfOaeJie20Gr1iUsRrX5EV2GlmxD2EiKBQmApWUshyErM3gqIx3rFO/DiczJKUONRFVKy32dzGByGVA1OIJko461/C0TvEPizly4hBmIPhw4fwYbFrOaO0FFLwxmiZjMr1FRKBFFEMQgIFOLBAIfSimNcEmOSJAuE0hhPFiWrz6LSIAwplcoEhQjU450HE1KMIsJixHS9RqleBWOJCgWu3biB955Wq82Bw0dwQBBFlIMClGt0qzUm15uYJEYLIaWoSK1UYtDrMRj06TlH7BWfJGgSY9IU6xzep6jLVlhiFGNCQjEkeDQMsCYEk9GutUoRJisUajXKxSKXLl3BeME7T2fQRaMCR595FhCiMNsqFe/dRVorU2n3KFlLoIZSFBH3e7hBQrvXo2egaCyC4l2MjRNcfwBoFn84h4jBYkhVccaAsRl7aUMkCilNTaDRXWyvbnW72VYlYyhXq4gJ6fZ6rLSbdNIYt22K8u5psAaxBUAIAkuxFOHSFJ8mpHHCoNvGxn1M7Oi3m6Q4VAIIClAIKdcmqNYnsFFIrRARBCHDb5h4D2GYbxcODJ6UVqdHGIQUSxV27q2Spo6VpWVuXL9OGAZoOSCa2M7OYkRQKKJeiKKASWNJ0xiXpqRJkn15od8nabVJWi3iXgsfRGhQQKyhXK4zVZ/AWIEooFAoYYNsP1viHUEYEBRKSGDp9QaEYjHWUCgWCItFavVJ4njA6uoq3V6PWrFI+ZF91DXb+mXIavVBaPAo/f6AxCXZt3/iGPo9pNcj6azTGcQk3pAYS2iEUqlKqVxGrKEQZmNWrtSwhSj70sjmXUHvBHhrQ6yFOI6J4wFJ0mO9uU6336dSKVMqlymE2TdTSoUKRgzeOZyLcdYgUQFfUoIgwLebdPtNBqkjdY6wXMSUygSlAj0g7rYxgwA6AVEUYawhKkQUwyLFIMJYS+IccZISBAYh23+vGJLYgRSYnN5GuVRi+FUlBKKwkGcDKd57rASkFiRISXtNev2YbqeLxgmERdJijaBcw4oyUJjvdsEIElsKscPakCCwlEtFbBihEpDEjjR19LzH2mxrl6J4D/HAU61MsW2mhFElThOMGqwYrDGIKIojTWIkFIpREecdfTX02l0GnQH9boKzBVyhTFAuEQaZbv28vwDFekdr0KccBFSjIoG9faZ+259COXbsKR3fDZokDu8dQRAQ5BsEs1HNthlpXhwZEirDlEudQ9OEJI7RNEUQbBShQRalj0jN4WaOUaXNYE22p224p29I08pYiXt4flgYGadOTV6pkmElNxdVRZMBySAmTRIMWb0/NcGIls5bMiRthtursgpgkG9zltEGU+d0tOsm64PRfdk+AcX5rHg03C0kDPXKCaqM6kPV4wcJSTzI985bCAISv7E9fKSdyGg/RGCDrAoohtePH79lqea2wL9XP4yw8bL3j2SM//2n193I7X4Y4Z58P/5+HNzbx8AfPHn4ixgPqDwE/gGVh79z94DKwxX/gMpD4B9QeQj8AyoPgX9A5SHwD6g8BP4Blf8Pis3WckneiKYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 144x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn_tf.show_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "split_at_heading": true
  },
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
